{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extended Isolation Forest in H2O-3 for unsupervised Anomaly Detection\n",
    "\n",
    "Extended Isolation Forest (EIF) is an algorithm for unsupervised anomaly detection based on the Isolation Forest algorithm. The original Isolation Forest algorithm brings a brand new form of anomaly detection, although the algorithm suffers from bias due to tree branching. Extension of the algorithm mitigates the bias by adjusting the branching, and the original algorithm becomes just a special case.\n",
    "\n",
    "The cause of the bias is that branching is defined by the similarity\n",
    "to a binary search tree (BST). At each branching point the\n",
    "feature and the value are chosen; this introduces the\n",
    "bias since the branching point is parallel to one of the axes as you can see in the left picture below.\n",
    "\n",
    "\n"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![lines-together.jpg](attachment:lines-together.jpg)\n",
    "\n",
    "<h6 align=\"center\">Visualization of a tree branching from Extended Isolation Forest paper [2].</h6> \n",
    "\n",
    "The general case needs to define a random slope for each branching point (Right picture above).\n",
    "Instead of selecting the feature and value, it selects a random slope $n$ for\n",
    "the branching cut and a random intercept $p$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For Extended Isolation Forest the ``extension_level`` hyperparameter allows you to leverage the generalization of Isolation Forest. \n",
    "The number $0$ corresponds to Isolation Forest's behavior because the split points are not randomized with slope. \n",
    "For the dataset with $P$ features, the maximum ``extension_level`` is $P-1$ and means full-extension. \n",
    "As the ``extension_level`` is increased, the bias of the standard Isolation Forest is reduced. A lower extension is suitable for\n",
    "a domain where the range of the minimum and maximum for each feature highly differs (for example, when one feature is \n",
    "measured in millimeters, and the second one in meters).\n",
    "\n",
    "The branching criteria in Extended Isolation Forest for the data\n",
    "splitting for a given data point `x` is: ``(x - p) * n ≤ 0``\n",
    "\n",
    "where:\n",
    " - `x`, `p`, and `n` are vectors with `P` features\n",
    " - `p` is random  intercept generated from the uniform distribution with bounds coming from the sub-sample of data to be split.\n",
    " - `n` is random slope for the branching cut generated from $\\mathcal{N(0,1)}$ distribution.\n",
    "\n",
    "The function of ``extension_level``\n",
    "is to force random items of `n` to be zero. The ``extension_level`` hyperparameter value is between `0` and `P-1`.\n",
    "A value of $0$ means that all slopes will be parallel with all of the axes, which corresponds to Isolation Forest's behavior.\n",
    "A higher number of extension level indicates that the split will be parallel with ``extension_level``-number of axes.\n",
    "The full-extension means ``extension_level`` is equal to $P - 1$. This indicates that the slope of the branching point will always be randomized. \n",
    "\n",
    "For a full insight into the ``extension_level`` hyperparameter, please read the section High Dimensional Data and Extension\n",
    "Levels from the original paper [2]."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization of Isolation Forest's bias in 2D\n",
    "\n",
    "- We will generate two blobs of data from $\\mathcal{N[(10,0); (1,1)]}$ and $\\mathcal{N[(0,10); (1,1)]}$\n",
    "- Train Extended Isolation Forest and Isolation Forest simulated by extension_level=0\n",
    "- Predict the heatmap data and visualize the occurance of ghost clusters around point $[0,0]$ and $[10, 10]$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 500\n",
    "ntrees = 400\n",
    "sample_size = 256\n",
    "seed = 42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "versionFromGradle='3.33.1',projectVersion='3.33.1.99999',branch='master',lastCommitHash='063cdf550249af5ec0ed5f54e8db667ea4295ff1',gitDescribe='jenkins-master-5550',compiledOn='2021-08-28 23:32:47',compiledBy='valen'\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sb\n",
    "import h2o\n",
    "import math\n",
    "import random\n",
    "from h2o.estimators import H2OIsolationForestEstimator, H2OExtendedIsolationForestEstimator\n",
    "from sklearn.datasets import make_blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking whether there is an H2O instance running at http://localhost:54321 ..... not found.\n",
      "Attempting to start a local H2O server...\n",
      "; Java HotSpot(TM) 64-Bit Server VM (build 25.271-b09, mixed mode)\n",
      "  Starting server from C:\\Users\\valen\\h2o-3\\build\\h2o.jar\n",
      "  Ice root: C:\\Users\\valen\\AppData\\Local\\Temp\\tmpqsrt3nqm\n",
      "  JVM stdout: C:\\Users\\valen\\AppData\\Local\\Temp\\tmpqsrt3nqm\\h2o_valen_started_from_python.out\n",
      "  JVM stderr: C:\\Users\\valen\\AppData\\Local\\Temp\\tmpqsrt3nqm\\h2o_valen_started_from_python.err\n",
      "  Server is running at http://127.0.0.1:54321\n",
      "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td>H2O_cluster_uptime:</td>\n",
       "<td>02 secs</td></tr>\n",
       "<tr><td>H2O_cluster_timezone:</td>\n",
       "<td>Europe/Prague</td></tr>\n",
       "<tr><td>H2O_data_parsing_timezone:</td>\n",
       "<td>UTC</td></tr>\n",
       "<tr><td>H2O_cluster_version:</td>\n",
       "<td>3.33.1.99999</td></tr>\n",
       "<tr><td>H2O_cluster_version_age:</td>\n",
       "<td>25 minutes </td></tr>\n",
       "<tr><td>H2O_cluster_name:</td>\n",
       "<td>H2O_from_python_valen_llpmiu</td></tr>\n",
       "<tr><td>H2O_cluster_total_nodes:</td>\n",
       "<td>1</td></tr>\n",
       "<tr><td>H2O_cluster_free_memory:</td>\n",
       "<td>7.058 Gb</td></tr>\n",
       "<tr><td>H2O_cluster_total_cores:</td>\n",
       "<td>12</td></tr>\n",
       "<tr><td>H2O_cluster_allowed_cores:</td>\n",
       "<td>12</td></tr>\n",
       "<tr><td>H2O_cluster_status:</td>\n",
       "<td>locked, healthy</td></tr>\n",
       "<tr><td>H2O_connection_url:</td>\n",
       "<td>http://127.0.0.1:54321</td></tr>\n",
       "<tr><td>H2O_connection_proxy:</td>\n",
       "<td>{\"http\": null, \"https\": null}</td></tr>\n",
       "<tr><td>H2O_internal_security:</td>\n",
       "<td>False</td></tr>\n",
       "<tr><td>H2O_API_Extensions:</td>\n",
       "<td>Amazon S3, Algos, AutoML, Core V3, TargetEncoder, Core V4</td></tr>\n",
       "<tr><td>Python_version:</td>\n",
       "<td>3.9.0 final</td></tr></table></div>"
      ],
      "text/plain": [
       "--------------------------  ---------------------------------------------------------\n",
       "H2O_cluster_uptime:         02 secs\n",
       "H2O_cluster_timezone:       Europe/Prague\n",
       "H2O_data_parsing_timezone:  UTC\n",
       "H2O_cluster_version:        3.33.1.99999\n",
       "H2O_cluster_version_age:    25 minutes\n",
       "H2O_cluster_name:           H2O_from_python_valen_llpmiu\n",
       "H2O_cluster_total_nodes:    1\n",
       "H2O_cluster_free_memory:    7.058 Gb\n",
       "H2O_cluster_total_cores:    12\n",
       "H2O_cluster_allowed_cores:  12\n",
       "H2O_cluster_status:         locked, healthy\n",
       "H2O_connection_url:         http://127.0.0.1:54321\n",
       "H2O_connection_proxy:       {\"http\": null, \"https\": null}\n",
       "H2O_internal_security:      False\n",
       "H2O_API_Extensions:         Amazon S3, Algos, AutoML, Core V3, TargetEncoder, Core V4\n",
       "Python_version:             3.9.0 final\n",
       "--------------------------  ---------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h2o.init()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define datasets\n",
    "blobs_params = dict(random_state=seed, n_samples=N, n_features=2)\n",
    "data = make_blobs(centers=[[10, 0], [0, 10]], cluster_std=[1, 1], **blobs_params)[0]\n",
    "\n",
    "fig=plt.figure(figsize=(8,8))\n",
    "fig.add_subplot(111)\n",
    "plt.plot(data[:,0],data[:,1],'o')\n",
    "plt.grid(\"off\")\n",
    "# plt.axis(\"equal\")\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\")\n",
    "plt.xlim([-5,15])\n",
    "plt.ylim([-5,15])\n",
    "plt.tick_params(direction='out', length=6, width=2)\n",
    "plt.title(\"Double blob\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n",
      "extendedisolationforest Model Build progress: |██████████████████████████████████| (done) 100%\n",
      "extendedisolationforest Model Build progress: |██████████████████████████████████| (done) 100%\n",
      "Model Details\n",
      "=============\n",
      "H2OExtendedIsolationForestEstimator :  Extended Isolation Forest\n",
      "Model Key:  extended_isolation_forest.hex\n",
      "\n",
      "\n",
      "Model Summary: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>number_of_trees</th>\n",
       "      <th>size_of_subsample</th>\n",
       "      <th>extension_level</th>\n",
       "      <th>seed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td>400</td>\n",
       "      <td>256</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     number_of_trees  size_of_subsample  extension_level  seed\n",
       "0                400                256                1    42"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Model Details\n",
      "=============\n",
      "H2OExtendedIsolationForestEstimator :  Extended Isolation Forest\n",
      "Model Key:  isolation_forest.hex\n",
      "\n",
      "\n",
      "Model Summary: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>number_of_trees</th>\n",
       "      <th>size_of_subsample</th>\n",
       "      <th>extension_level</th>\n",
       "      <th>seed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td>400</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     number_of_trees  size_of_subsample  extension_level  seed\n",
       "0                400                256                0    42"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "training_frame = h2o.H2OFrame(data,column_names = [\"x\", \"y\"])\n",
    "\n",
    "EIF_h2o = H2OExtendedIsolationForestEstimator(\n",
    "                                              model_id = \"extended_isolation_forest.hex\",\n",
    "                                              ntrees = ntrees, \n",
    "                                              sample_size = sample_size,\n",
    "                                              extension_level = 1,\n",
    "                                              seed = seed\n",
    "                                             )\n",
    "EIF_h2o.train(training_frame = training_frame)\n",
    "\n",
    "IF_h2o = H2OExtendedIsolationForestEstimator(\n",
    "                                              model_id = \"isolation_forest.hex\",\n",
    "                                              ntrees = ntrees, \n",
    "                                              sample_size = sample_size,\n",
    "                                              extension_level = 0,\n",
    "                                              seed = seed\n",
    "                                             )\n",
    "IF_h2o.train(training_frame = training_frame)\n",
    "\n",
    "print(EIF_h2o)\n",
    "print(IF_h2o)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n",
      "extendedisolationforest prediction progress: |███████████████████████████████████| (done) 100%\n",
      "extendedisolationforest prediction progress: |███████████████████████████████████| (done) 100%\n"
     ]
    }
   ],
   "source": [
    "granularity = 30\n",
    "\n",
    "# Heat map data \n",
    "xx, yy = np.meshgrid(np.linspace(-5, 15, granularity), np.linspace(-5, 15, granularity))\n",
    "\n",
    "# H2O\n",
    "hf_heatmap = h2o.H2OFrame(np.c_[xx.ravel(), yy.ravel()], column_names = [\"x\", \"y\"]) \n",
    "\n",
    "h2o_anomaly_score_eif = EIF_h2o.predict(hf_heatmap)\n",
    "h2o_anomaly_score_df_eif = h2o_anomaly_score_eif.as_data_frame(use_pandas=True, header=True)\n",
    "heatmap_h2o_eif = np.array(h2o_anomaly_score_df_eif[\"anomaly_score\"]).reshape(xx.shape)\n",
    "\n",
    "h2o_anomaly_score_if = IF_h2o.predict(hf_heatmap)\n",
    "h2o_anomaly_score_df_if = h2o_anomaly_score_if.as_data_frame(use_pandas=True, header=True)\n",
    "heatmap_h2o_if = np.array(h2o_anomaly_score_df_if[\"anomaly_score\"]).reshape(xx.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = plt.figure(figsize=(24, 9))\n",
    "\n",
    "def plot_heatmap(heatmap_data, subplot, title): \n",
    "    ax1 = f.add_subplot(subplot)\n",
    "    levels = np.linspace(0,1,10, endpoint=True)\n",
    "    v = np.linspace(0, 1, 12, endpoint=True)\n",
    "    v = np.around(v, decimals=1)\n",
    "    CS = ax1.contourf(xx, yy, heatmap_data, levels, cmap=plt.cm.YlOrRd)\n",
    "    cbar = plt.colorbar(CS, ticks=v)\n",
    "    cbar.ax.set_ylabel('Anomaly score', fontsize = 25)\n",
    "    cbar.ax.tick_params(labelsize=15)\n",
    "    ax1.set_xlabel(\"x\", fontsize = 25)\n",
    "    ax1.set_ylabel(\"y\", fontsize = 25)\n",
    "    plt.tick_params(labelsize=30)\n",
    "    plt.scatter(data[:,0],data[:,1],s=15,c='None',edgecolor='k')\n",
    "    plt.axis(\"equal\")\n",
    "    plt.title(title,  fontsize=32)\n",
    "    \n",
    "plot_heatmap(heatmap_h2o_if, 121, \"H2O Simulated Isolation Forest\")\n",
    "plot_heatmap(heatmap_h2o_eif, 122, \"H2O Extended Isolation Forest\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see in the picture above, the occurence of ghost clusters is evident. \n",
    "\n",
    "This could lead to false positive anomaly detection since the threshold is used to find anomalies. \n",
    "\n",
    "In the table bellow, the difference in the ``anomaly_score`` for points in ghost clusters is between 0.06 to 0.08 which could lead to false positives."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n",
      "extendedisolationforest prediction progress: |███████████████████████████████████| (done) 100%\n",
      "extendedisolationforest prediction progress: |███████████████████████████████████| (done) 100%\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th style=\"text-align: right;\">  anomaly_score_eif</th><th style=\"text-align: right;\">  mean_length_eif</th><th style=\"text-align: right;\">  anomaly_score_if</th><th style=\"text-align: right;\">  mean_length_if</th><th style=\"text-align: right;\">  x</th><th style=\"text-align: right;\">  y</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td style=\"text-align: right;\">           0.701635</td><td style=\"text-align: right;\">          5.23721</td><td style=\"text-align: right;\">          0.643139</td><td style=\"text-align: right;\">         6.52384</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 10</td></tr>\n",
       "<tr><td style=\"text-align: right;\">           0.697563</td><td style=\"text-align: right;\">          5.32324</td><td style=\"text-align: right;\">          0.611796</td><td style=\"text-align: right;\">         7.26228</td><td style=\"text-align: right;\">  0</td><td style=\"text-align: right;\">  0</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hf1010 = h2o.H2OFrame([[10,10],[0,0]], column_names = [\"x\", \"y\"]) \n",
    "\n",
    "predictions1010_eif = EIF_h2o.predict(hf1010)\n",
    "predictions1010_if = IF_h2o.predict(hf1010)\n",
    "\n",
    "predictions1010_all = predictions1010_eif.cbind(predictions1010_if).cbind(hf1010)\n",
    "predictions1010_all.rename({\"anomaly_score\": \"anomaly_score_eif\", \"mean_length\": \"mean_length_eif\", \"anomaly_score0\": \"anomaly_score_if\", \"mean_length0\": \"mean_length_if\"})"
   ]
  },
  {
   "attachments": {
    "eif-parallel.png": {
     "image/png": 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tOXI0aEI0UkYzdHlsSEFHelJJUEhRallHdFN6dW8wdGNpcEx0djhXcDlzTm5sUW91U0ZOR1NDSkNVVFolMkZpMFFvY3JqYUlnSUFyNjhqRVFxSklFVDBSNFFpUDZVZElqdzlBY0IzelJxSlVKaTQzek1SaEg4NnVnJTJGVnc2dGR1ZyUyRmklMkIlMkZXOSUyQlE2b0tNUjkzd1F4YlFDS0NVS016djFMSk9lZ0tDSUlPd3g4RHRoeHZNSjNMUHpOZHlpJTJGNGw4JTNEJTNDJTJGZGlhZ3JhbSUzRSUzQyUyRm14ZmlsZSUzRfNwqVUAADOiSURBVHhe7d0JsBTF/cDxlkN4ICDKEQT+kqCSMhLxBCQRMBikohEQogY1HqixvADxiIg8pIhRESQSURIFjZYIKhhNIoqIlFxGhQRJUEElPLA80CjBA6L731+/7me/Yfac2d3Z2e+nat6b7Zmd6Z3p2Z3fdPfMXokkBQAAAAABNTD/AQAAACAQggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4qGB77bWX79C9e3czB4Bs+B1HMnAsAQAqDcEF9vDaa69xUgSEgGMJAFBpCC6gampqVCKR0IOMCzkpWr16tR4HkB2OJQBApSO4QD0dO3ZUgwcPNq8A5ItjCQBQiQguUM/WrVvVwoULzSsA+eJYAgBUor0SUn+PiiQdTlORK64LFiwwrwCkw7EEAEAtai6wB06GgHBwLAEAKg01FxXMXm2VjqfSPhxAfjiWAACoRc0FAAAAgFAQXAAAAAAIBcEFAAAAgFDQ5wIAAABAKKi5AAAAABAKggsAAAAAoSC4qGAvvPCCmjhxov4PIJgpU6bo42nnzp0mBQCAykNwUcGWLl2qqqur9X8AwUhwIccTwQUAoJIRXAAAAAAIBcEFAAAAgFAQXAAAAAAIBc+5cIwaNUr9/e9/N6/i75133tFDly5d9FApDj/8cHXHHXeYV0A4vvWtb6n33ntPD+3atTOpAABUFoILR79+/bhzUgXo27cvndiLqFKC9hUrVqhdu3apPn36qMaNG5vU+Hr++efNGAAA3yC4cNjgYtq0aapHjx4mFXGxdu1aNXr0aIKLIiNojyd+OgAAfgguHPYkSK7IyTjiRQKK/v37E1wUGUF7vMgxJPjpAAD4IbhwEFzEG8FFaXBcxctee+2l//PTAQDww92iAAAAAISC4AIAAABAKAguHNJURqr6aboRT7JfZf/SJAoAAKAwCC4AAAAAhIIO3QAAAABCEZvgorq62oxlT5rJ0AQKAAAACEdsggt7e8RcTJgwYY+gJJ/loLxQWQcAAFAYsQsuJGDIll/NhSwnypuE/AUT9fwBAACUs9gFF0E/DifHwZA/AACAysXdogAAAACEgpoLD668B0P+IOzxiPjiOPJH2Y8/yj6QHsGFByfHwZA/CLZzvLF/U2PbxBv7F8iMZlEAAAAAQkFwAQAAACAUBBcAAAAAQkGfC4+ot6ckf8HQXjY3mZ58n+op92zneGP/psa2iTf2L5AZwYVH1L84yF8w/DDkxh5Xqfg95V6wneON/Zsa2ybe2L9AZgQXHlH/4iB/wfDDkBt7XKV68j01F5WJ/Zsa2ybe2L9AZgQXHlH/4iB/wfDDkJt8jyu2c7yxf1Nj28Qb+xfIjA7dAAAAAEJBcAEAAAAgFAQXAAAAAEJBcAEAAAAgFAQXAAAAAEJBcAEAAAAgFAQXAMrGo48+qm8F6Q6Slq2tW7fq96xevdqkZC/ougshyOdBdMn+lP0q+zeofMqILdeFLF9DhgzRy041jB492swJoNwQXPiwX24TJ040KUqPk5453Y5bmeYvdrp4/PHHzRjKybRp09Tw4cP1PebtUFNTo9NkWiGVct2IlmeffdaMxVP37t3Vli1b9HjHjh11We/Zs6d+HaYFCxbUHUurVq3SaXJM2TSOK6CMJQ/iWJCPEsbHifomIX/BSP6GDh2aGDFihElBOrK98tmnhSgHhx12WGLq1Knm1TckTaZlI3nyovOWPJkxKdkJY92FkO/nCaoQ+7dctGrVKtG0adPElClTTEp9YWwb2Z+yHNm/QeVaRlKV9UIK8/MWWiWXfSBb1Fyg4jz22GNq0KBBqqqqSv31r381qeVFri6marog6TI9jpYtW2bGviHNJ9atW2de1dY8us04bBMT14oVK+pqtrzTUslm3XZd7uA2nbKv3elyhdb7Ppt/u29lHnd6OrLv7XxxLQeldMcdd6jGjRurG2+8UTVr1kzdfvvtZkrh+JUrr2z3e7oyKu977bXX1JgxY3SzJb9mUenWY5dlp8sgy8iXvF+OMe+yMn3WTNMBFBbBBSrSiBEj1Mcff6zuvPNONXLkSJOKKJswYYJauHBh3UlDkJMWOXlKJGqbX4waNUovL51s1i1pvXr1UvPnz6+3bGk65XKbV8m8khcpg+57vGVS5qkxTUZkeqoTJkkfMGBA3bLOP/98Tq5Cdu6556omTZqozz77TH3++ef1gozdu3ebucJjy9WqVavqlRE5+bdkHx900EF102Xcb79nKqMSKB922GFq6tSputmSVzbrkWao7rJPOukkMyU/ixcvrlueNNOS9aUr45mmAyiC5MEXC/JRwvg4Ud8k5C8Yv/z94Q9/SLRu3TqxZMkSkxJ90nQheYKgx73NHiQ9l6Y6S5cuTVRXV/sOstx89mkhy4F8Npsvv/zJa7cJiG1yIey2stvO8kvzk2ndXrJMdx4Zd5uc+DVZcd9jp3ubqUiazOe+3/2cLjtvmGSZlT40bNiw3mtpKnXhhRfq8aDsvpT9a8fdMuJy57XccuGO+/GWUSnjtrz5la9U6xEy7pY1+55M/JYtJM0t+6mWZ9ebaXoYZFlRHvr3729yCpQONReoeBdccIHatGmTmjRpkrr88stNauVIBhcqGUj4DlEkV1eT3116SJ5M6LRcr0z27t3bjNVKnlDVdWJNJ9t12xoOb62F6Ny5sxnL3nHHHWfGag0ePHiP/EpTL2HXbQeRzWfLld0OlTi0adNGffXVV3o7NG/eXCUDC/39MWPGDJ0WJulMLTUAUuPg7lNL9q2UX7mqb8m4pNky4ccuy6+M+sl2PfmU73Tc5WUq48U6BvzKRFSG559/3uQSKB2CCyCpdevWasmSJapbt27qgAMOqDtxrAT9+vXzDSxk8CN9Dx566CE1Z84c9fvf/17NnDlT/fa3v9VNKW655RY1b948M2fhyYmX7CtpJx6kmZTl7duQ7naYfuu275NtIT/0hSpHGzduNGP1yYme92RDBm7rGR4p919++WVdUCHHiTSPGjt2rNp7773NXOGScin7saamRr+25SwTvxP9QpTRsAOKdDKVcY4BIAKSB10syEcJ4+NEfZOQv2Cyyd+2bdsSvXr1SiRPFkxK9AwePDgxatQoPe5tmiDpMj0MslzvNrv//vsTVVVVif3220/fOadFixaJJk2a1DUTSZ5gZbWdcyGfTZbpbTYh7Oe302TcbQLhNvvwbivL+x5XtuuW9ydPbMyUWu66hXc9fvnxy683b/Y97vvT5TNsNn+VSMq8lPfbbrvNpNQXxrbJZl/KdCkXfvO65cIdl/kzlVGZHqRZlB0X9j2Z+C1bSJpb9lPNZ2WaHoZsPk8pRT1/qAzUXAAeHTp0UCtXrlTt27dXXbt2VWvXrjVTokM6pMtda9y7uAh5LekyvVDOOecclQww1H/+8x/1ySefqB07dugrubaZyLHHHqv/h0lqCaQpUKdOnUzKNy677DLdbMQ215Arl8uXL9fjwvucE+F2mJYrmvKeYcOGmZT6clm3W4sh/22Tk6C1Km7TFZtfyZdLXku65MmydwbylhPkT2rmvvjiC11TUQx++9COS/M+v/0u435lRORbRnNdTyFkKuOZpgMoEhNklD35KGF8nKhvEvIXTK7527RpU6JHjx6J8ePHm5TosFccvYN7pS8ou0yvli1bJho3blxvvTI0b948kTz58n1PGOSKqned9iqrZa+m2sG9MmunuctJnozoaZlks26pNXKn2/XZfeKOCzvdvdqbS3793i/T7bzeaWGR5cJfGNvGewXelgl3sNMsd7+nKyOZyqgta7KMTOXLXY/wzms/Rybez2tJmnu8WG4eZHDXKTJND0KWF2VRzx8qw17yJ1kYy55cmRBBP44sJ8qbhPwFk2/+pLPm3Llz9dO9pV9GlMgVR7mqnvwBDf0Kot9x9ac//Ulde+21ur35hg0b9FVcS+7/v2vXrsiXg3JRyH0bBPs3NbZNvEV9/1L+EAU0iwKyMH78eH1v+FNPPVX9+te/NqmV5bnnntN3rLn33nv1g7LWrFmjmyDIj5kdzjrrLDM3AACoRAQXQJYOPfRQfaV+586d6uijj1abN282U+LvRz/6kbr55pvV9OnT1RNPPKG+973vqcmTJ6tPP/1UNWjQQLVq1UoPF198sXkHAACoRDSL8oh6lSL5Cyas/L3yyivqtNNOU1deeWVsb3EoHT/tMxyk1uKEE07Q40I6s0qzKLlt7/e//311yimn6Nfvvvuunh71coBg2L+psW3irVJ+44AgCC48+OIIptLyN2bMGPXSSy/pvhjt2rUzqeXtnXfeUddff71+YJwEGMLdZvLQQanFueqqq0xK7V1jDjzwQHX11Vfr11EvBwiG/Zsa2ybeKu03DsgHwYUHXxzBVGL+5LanQ4cO1Q/TuuSSS0xq+fnggw90ULF48WLdr+TMM8/c47iSz3nyySer888/X79OJerlAMGwf1Nj28Rb1Pcv5Q9RQJ8LIKA+ffqo9957T1/pP/HEE3U/hHLy2Wef6aZd0o9C7kj09ttv68DCq3///urss8/OGFgAAIDKRXABhOSuu+7St2jt3LmzmjNnjkmNthtuuEG1bdtWN2l6//336z1cztWjRw81YcIENWTIEJMCAACwJ4ILIEQDBgzQT61+4YUXdCfn3bt3mynR8pvf/Ebf5amqqkrf/UqeMp2OPJG7X79+5hUAAIA/ggsf0mZRhokTJ5oUpcdJz5xux61M8xc7vVhmz56tb8vavHlz/fC9qLjzzjtVixYtdAD01VdfqXHjxpkpe5Lp1oIFC3SfEu+wdOlSMwcAAEDyPDoRk54/chIpgn4cWQ6dtfJH/vYk/RfkRH3evHkmpfjuu+8+HUgMHz5cd9beZ599zBR/H374ofrWt75VL8DwI02lJMjwino5QDDs39TYNvHGbxyQGcGFB18cwZA/f/J07zPOOEPfslae8l0sEtDIHaD69u2rH3onAUMmb775pjruuOP03aP8AgeXNJXyay4V9XKAYNi/qbFt4o3fOCAzggsPvjiCIX+pff311/pWri1btlQPPPCASS2MP//5z7qmolu3brqmomvXrmZKevLMjrPOOku98cYbJiU/US8HCIb9mxrbJt74jQMyo88FUCTSgXrhwoX6drXSLGnRokVmSnikI7ncGnfmzJm6E/YjjzySdWAh+bn88ssDBxYAAKByUXPhwVWJYMhfduQOTaeddpq+Bew999xjUvP38ssv6+ZPu3bt0jUV0qwpF9LpXG6f+/TTT5uUYOzxiPiK8nFeSpT9+OM3DkiP4MIj6gcm+QsmavmbNWuWDgqkL8bxxx9vUrO3YcMG/f4tW7booEJqRXIltRzLli1TDz/8sEkBAJSjqP8GozIQXHhwchwM+cvd9u3bdV8MeVDd9OnTTWp6EkxIUCE1FhJU5PtwO3lvTU2NfgAgAKC8Rf03GJWBPhdAie2///66r4T0jZCne0un6lQ++ugjdckll+h+FQMHDlT/+te/8g4srr76at08i8ACAACEheACiIgrrrhCrVy5Uneqvu6660xqLelLMXbsWHXwwQerww8/XP373//Wd3XK18iRI1X79u317WkBAADCQnABREinTp3U6tWrVevWrdUhhxyi1q1bp581IU/V7tChg25C9ctf/tLMnR/pSN67d28drAAAAISJPhce9BkIhvyF59prr1W33nqr6t+/v1qyZIlJDeaEE05Ql112me7jAQCIl3L6jUN8UXMBRIz0gZCaC/mB2L17t76L1Pe//321ceNGM0d+jjjiCDV+/HgCCwAAUDAEF0BEyFO7pVnU+vXr1dtvv61rLRo1aqSbRT300ENq0KBB6pZbbjFz56ZLly5q9uzZuhYEAACgUAgugBJ77LHHVLdu3dRzzz2n+1v87ne/U/vuu6+ZWqt79+7qzTffVB9//LHq2bOnvn1sNr7++mvVqlUrfTcqudUtAABAIdHnwoM+A8GQv+wtWrRIP6vi29/+tn7ehHTgzobcqlY6ZcutZOUOU6lI5+927drpgKRly5YmFQAQV1H/DUZlILjw4OQ4GPKX2YsvvqiDimbNmumg4sgjjzRTcnPllVeqtWvX6qd7y7MyXNI/o1evXurDDz80KQCAuIv6bzAqA8GFByfHwZC/1NasWaPGjRunduzYoYOKH/7wh2ZK/pYtW6Y7aMvyLrroIp32t7/9Tf385z/XzagAAJUj6r/BqAwEFx6cHAdD/vYkJ/lSU7Fp0yb90DrpmB22iy++WG3evFldeumlatKkSWmf8g0AiKeo/wajMtChGyiQbdu2qfPOO0/95Cc/Uaeffrp69dVXCxJYiHvuuUcdddRRasiQIfoJ3wAAAKVAcAGE7NNPP9UPqjvmmGNU37591RtvvKGGDRtmphbG3XffrWtG/ve//6lnn31WDR48WN8pCgAAoKgSMSEfJYyPY5cjQ79+/UxqQo9HIV3++6VbpNdKlS6vCyV5Yp+45pprEi1btkzMmDHDpBber3/968Qvf/lL86rWwoULEw0aNEjMmzfPpBSX3fYM8R3gz29bMcRriLJyyB9DvAdBnwsP+gwEU6n5k34OEydO1B2rkwGGSS08WZc8aE/W6+dnP/uZatiwoXr44YdNSnFEvRwgGPZvamybeKvU37iwcHzEm92/NIsCApg6daqqqqpSu3fv1k2SihlYjBw5UrVt2zZlYCHmzZunTj31VLX33nurp556yqQCAAAUBsEFkIdZs2apNm3aqK1bt+qH1N10001mSnHIQ/R69+6tH6SXyRlnnKF27typO31LB3MAAIBCIbgAcvDQQw+pAw88UL3yyivq9ddfV7fffrtq2rSpmVocJ5xwghoxYoS64IILTEpmjRs3Vk8++aTuYN6qVSu1ePFiMwUAACA89LnwoL1iMHHN3xNPPKGfVXHEEUfoZkj/93//Z6YUl6xfmmL179/fpORO7mYlNR8HH3ywuuuuu0xquKJeDhAM+zc1tk28xfU3rlg4PuLN7l9qLoA05Ar/scceq2bPnq3mz5+vHnzwwZIFFl26dNH5CBJYiJYtW+rb1Xbv3l21b99eLV++3EwBAAAIhpoLD6L+YOKSv5UrV6px48bpOy1JTYU8s6JU5HkVrVu3Vv/4xz90k6wwvf/++2ro0KE6gJIakbBEvRwgGPZvamybeIvLb1ypcHzEm92/1FwAjnXr1qlTTjlFXXXVVWr8+PH6Cn8pA4vt27fr/hJbtmwJPbAQ7dq1Uy+++KLq3LmzrhmRviQAAAD5oubCg6g/mHLI32OPPaav1rveeustXVOxfv16XVNx8sknmymls3HjRtWrVy/14YcfmpTC2rx5s+6LMXDgQDV58mSTmp+olwMEw/5NjW0Tb+XwG0f+UCp2/1JzgYojd3w666yz9Lg0C5LnRZx44on6eRDS9CgKgcXf/vY3NWjQoKIFFkJqRl5++WXVvHlz9d3vflf985//NFMAAACyQ3CBiiM1F3I7V3mydbdu3fTzIjZt2qSfBxEFzzzzjLr00kvVm2++aVKKS+6KJXfHGj58uH7yOAAAQLYILlBxpPnTFVdcoW699VYdWEjn7ah45JFH9LMzXnrpJZNSGhJ0SRMxefK43P5Wmo0BAABkQnCBiiPNfv773/+qMWPGqL/85S86wNhvv/3U888/b+YojbvvvlstWLBALVq0yKSUnjx5XG5/K83GpkyZYlIBAAD8FSy4kE4dMkybNs2k1Nq6dWvdNKAUpNmPS550Lc2ipAnQ5ZdfblKL6+abb1Z///vf1dy5c01KdPTo0UNvn/fee08HYu+++66ZUqtt27bqsssuM68AAEAlK3jNhVwdloACiDJ5jsSSJUt0c6ADDjhArVq1ykwpvGuuuUbt2LFDzZw506RE02233aYvFhx11FFqxowZJrX2id+zZs3Sn6HQHn300bqLE3aQtGzZixurV682KdkLuu5CCPJ5EF2yP2W/hvHbmU8ZseW6kOVryJAhetmphtGjR5s5Uakq4TgQ8kBbW+69Q6l/Y/Jdf1GaRXFVs3j8Cme2X9L2QK5kUlblWQ+yza6++mqTWjgXXnihvvIvt78tB3Jr3G3btqnXX39dd4p/4403dMf4r776Sp133nlmrsKQwEY6mctt7uxQU1Oj07w1pGEr5boRLfLsmziTEx15ro7o2LGjLus9e/bUr8MkTUDtsWQv5sgxZdM4rsqT/KbFQbGOA0seYmvLvjsMGzbMzFF87jbIVVGCi4ULFxYs4sOe5s+fX69wLl68mKtAOejQoYPu5N2+fXvVtWtXtXbtWjMlXPKlIV9WxQhiwnbnnXfqhwweeeSRau+999ZPEX/66afVa6+9ZuYI33333bfHU8TlS1/SZFohlXLdiBYJKKuqqvSNFwDU94c//EFfpDzssMNMCipRwYMLOdEV8iwBlIYc7HfccUdd1aJUc/nVbMhVaSHRqkg1X6UYO3asvkopV+RvvPFGkxqOH/3oR+rMM88s2+NCmkJJB3QJLGxzqJ07d6qzzz5bjxfKsmXLzNg3pFzKk9UtKavuxQy/GrkVK1bUK9vZyGbddl3u4FYr29fudLlC632fzb+tjpd53OnpuFXs9lhGeOS7VJ6aL98JzZo1K0qQ4VeuvLLd7+nKqLxPLhBIc2ZptuTXHCTdeuyy7HQZ7O9OPuT9cox5l5Xps2aajsI5/vjj9X+526Bs/zCDjEo9DqxM68z1WEm3PWVedxvkLFEgsmgZampqEqNGjdLjU6dO1a/ttHSWLl2aqK6uznrIZpnZCGMZhZQpfzI9GdCZV9+Q9FWrVu0xLvPKa9kvkuYuP9V86bjvj6J883fTTTclDj300MSGDRtMSv6OOOKIxHPPPWdelZ/kF1KiYcOGiUaNGunt6Q777LNP4oknnsh7O6djy6AdUpVFmWbLrXDLtd/3j/1+Siebddtlu8efd9n2/ZZdbvIH2KTUvse+dvNr1+k33X5eSZfplnznussOi/sZKlGbNm3q9ksywEhUVVUlpkyZkti1a1co28aWWdm/3n0sZB8PHjzYvKrd7+5rGfcrI3Y8XRmV90m5EX7lK9V6hMzrvnbLajru53V5lyfkdboynml6UO62iqIo5E/y4B2+973vJT799FM9nq1KOQ7cdaWS6zqFvE51LGS7PTPly8tuw4KVQlmBDPIB3Ne2sMiQjhsw5DIEFcYyCilT/mS6e8BYUkgk3e4PyxYw+W/3jU13ufOlkyl/pRYkf+vXr09069YtMXnyZJOSuy5duiReffVV86o8bdy4MTFjxozEmDFjEoMGDUocdNBBiaZNmyaaN2+e2G+//fRnLGQ5kLIsy3cHl7x2vzC95VrGvceIX5qfTOv2kmW688i4+2Vt8+Pm132Pne79gpc0ezzb97uf02XnDZMss9IHCbDd13IMXHjhhXo8KLsvZf/acbeMuNx5LbdcuON+vGXUPaHwK1+p1iNk3C1r9j2Z+C1bSJpb9lMtz6430/QwyLIY8hv23Xdf/T9bbrmw4/Lfjzuv5ZZPb1n1KuVx4Pe7IoNdf7brzOdYse/3426DbNl1FqXPhUh+GP0/22Yg/fr1U8kAI+sB6Un1VufOnXU7cbeJRadOncwc9WU7XyU59NBD1YYNG3Tzn6OPPlpt3rzZTMlMjrnkF6t+loY8lK6cSXWrfBapNpXqUqk2veWWW9S1116rm3rdcMMNZs7CkGZIsj1lSH4x6jRvdW8mcktdV/JLNKuOa9mu2x430j7fS47DXB133HFmrNbgwYP3yK809RJ23XYQ+XbKS8duh0oc2rRpo29iIOS5OcnAQt/K2r2LWlikX9aoUaN0s1V3n1qyb6X8yne2JeOSZsuEH7ssvzLqJ9v15FO+03GXl6mMF+sY8CsTURmikD8/8vv59ttvm1e5i/txkDyJ32M72qbo+awz07GQaXsGVbTgQjqvyg9ith0++/btqyZMmJD1gNRsO0EpTDIuJ4PJqFcXXvnvJ9v5KtHkyZPVPffco8toNnc0+eijj1TDhg11MNKlSxeTWr7eeecdfUeQq666SndGl6DiV7/6ld4uckvae++918xZeFKm5SRfvlfCaNPq7dtgv9z9+K3bvs/+UNgAJGwbN240Y/XJj439YXKHdJ8DuZkzZ4768ssv64IKubj1+eef6z5a0gepEKRcyn6038O2nGXid4JTiDIadkCRTqYyzjFQWvK76JKgQra/9MGQi1JBcBzsKd06Mx0L+W7PbBQtuBDXXXedGUMxSW2RHEAuGwFnuk1wtvNVGnnWg5xkyxWAH/zgB+r99983U+qTh88dfPDB+m5KrVq1Mqnl7ZxzzlFPPfWU7tQtg3To/uyzz/QJl5xcpbtKlC/b8cwvgPCrVZP9YrnjljdYtjV78qXrfgnLl2+265YOfPbL3H55+607H97lSH69tRnyOqwgC6nJ1b5du3bVCyqKRb6PbdkUUuak3Hr3u4zbMu0KUkZzWU+hZCrjHAOlZ2984QYVYau04yCfdeZyLPhtz6CKGlzYahgUllTv2QhUhvPPP7/uAJJ9IDVIdtqIESP0QSa3XpVpQtLTzYdvSNAmTYKkaYz3IXgvv/yyGjhwoNq+fbtJiQ95xsX999+vr95aclXqhRdeMK/CZcujXyAhga98r9hAWMrp8uXL9biYOHGiGfuG2zxTjg15T6r7ieeybvfLXP7bqvZsvuDTcavsbX7t8WrJa0l3LwTYwEj+Ixzz5s1TX3zxRdGCCr99aMeleZ/ffpdxvzIi8i2jua6nEDKV8UzTUXhyviEnqWEHFX770Y7H/TjIZ51+73G3YabtGViyEMSCfJQwPk7UNwn5C6aQ+bvkkksSAwYMSHzyySeJZ555JnH00UebKfEid4OSO3/8/Oc/T/zkJz/R27RFixaJCRMmmDkKt52TwZxetjtImqvGdHSzg9tRz05zl5P8AtbTMslm3clAo950uz7buc8dF3b6KqdTXS759Xu/TLfzeqeFRZYLf2FsG9lnshzZv8KWCXew0yx3v6crI5nKqC1rsoxM5ctdj/DOaz9HJt7Pa0mae7xYbh5kcNcpMk0PQpYXZXHKn7dcxPU4kPd7f0v8ZFpnrsdKpu3pboNsyfxiL/Oi7EkEJoJ+HFlOlDcJ+Qum0PmTBxb+9Kc/Vd/5znf0lZE4ee6559S4ceP0wwXlieLJAEN34JYruT169NBPNreiXg7KhVxFkxqT5A9Cwa6K5YP9mxrbJt4q/TcuKI6PeLP7t6jNooC4kz4Wp5xyijrmmGP0/927d5sp5UuqSuWhfzfffLOaPn26euKJJ3RgIRo1aqS/TArRzwIAAJQfggsgJL/5zW/UmjVr1COPPKJmz56tLr74Yt0nYe7cuWaO8iI1L1ILc+WVV+oaC6mV8V49l7aZS5cuVU2aNDEpAACgktEsyoMqxWAqNX9yO9YGDRroq/te0nRI7okvzYfKgdwF6/rrr9fPdJDmT1IDk6uolwMEw/5NjW0Tb5X6GxcWjo94s/uXmgsgoIsuukjtv//+voGFePjhh/WdKORZF9KkKKo++OAD/fyK/v3764BCgot8AgsAAFC5CC6AACRokP4V11xzjUnxJ/NJ/wtpLiXPiYgSeUaF3N5U+lFIsyd5iqrUtgAAAOSK4ALI04ABA9Tpp5+ur/ZnQ5pNLVy4UJ144olqn332UYsWLTJTSueGG25Qbdu2VQceeKB+EKD7/AcAAIBcEVwAeZAndP/qV79K+eC1dM4++2z13nvv6ac/S6fvUpDO5xLsVFVVqZ07d/JwSwAAEAqCCyBH8gyL3//+9/r2rPmSu0g9/fTTOkhp06aNWrZsmZlSWHfeeadq0aKF+uSTT3Qnc7kLFAAAQFgILoActG7dWj9M7sgjjzQpwUhn8Ndff12NHz9e3/K1UO677z7VoUMH9eabb6p3331Xdz6XuzoAAACEieACyMLHH3+sT8als/O3v/1tkxoOudPUCy+8oLp27ao6d+6sXnrpJTMlOLn97UEHHaSWL1+un8Hx29/+Vvf3AAAAKASec+ER9Xswk79g8snfW2+9pY4++mj10UcfmZTCqampUaeddpq+Haz0i8jXn//8Z93kqVu3bvpZFRK4FFPUywGCYf+mxraJtzj+xhUTx0e82f1LzQWQxiuvvKLv7lSMwEJ06tRJrV69Wje/OuSQQ/SzJnIhNSB9+vRRM2fOVPfff79+WnixAwsAAFC5CC58SOQlw8SJE02K0uOkZ06341am+YudnovFixfruzlt2rTJpBSPPPFbah9GjBiRVf5ffvll9eMf/1hNmDBB3Xbbbeqpp55Shx9+uJkKAABQHDSL8pDlRHmTkL9gss3f/Pnz1axZs9Szzz5rUkqnurpaPf7443qQ/hOuDRs2qOuvv15t2bJFN3+SWpYosMcj4ivKx3kpUfbjj9/g/HF8xJ+UP4ILj3I4MMlf/rLJnwQVUmshnaGjQppHDR06VD/kTmo1JJiQoEJqLCSoGDJkiJkTAFCpov4bjMpAsyjAccstt+h+FlEKLET37t3rbiPbvn171atXLzVw4ED1r3/9i8ACAABEBsEFYFx33XX6lrP33HOPSYmOXbt2qbFjx6o//vGP6rzzztNP1y5WJ3MAAIBsEVwASdJxW+7QFOT2r4UifS7kqdryELzt27frPEqzKOlo3rdvX50GAAAQBQQXqHg/+9nP1FFHHaX7MkSJ3PWpcePGug3tl19+qa666iozpdb06dPVpEmT9LMspJ8IAABAqRFcoKLJ3ZWGDx+uLrroIpNSenfddZeuRfnggw/U559/rm8vm8rxxx+vPvzwQ91P5KSTTlI7d+40UwAAAIqP4AIVS566LbUVElxEwQMPPKAford+/Xr19ttvq1tvvVU1atTITE1P+omMHj1ad/aWfhkAAAClwK1oPeJwK9VSKpf8yVOr5Y5Q0hyq1B577DF9W1m5A5TcVrZjx45mSn7OOecc9emnn+rnYkjHbwBAZYj6bzAqA2ceqDj77beffjheqQOLRYsW6Tw8/PDD6sknn1T3339/4MBCSA2I3FFK+mvIwwABAACKhZoLD2oGgimH/B1zzDHqBz/4gerdu7cepClSMb344ou6pqJZs2a6puLII480U8InndUbNmyoAxgAQLxF/TcYlYHgwoOT92DKIX8rV66sNwgbaEjTJPlfCGvWrFHjxo1TO3bs0EHFD3/4QzOlsObOnaubSkkzqZNPPtmkAgDiJuq/wagMBBcenLwHU475q6mpqQs0Vq1apf/bIMMOQWo35MnaUlMhz6WYPHmyGjRokJlSPLt371ZDhw5Vbdq0UbNnzzapAIA4ifpvMCoDwYUHJ+/BxCV/Nsiwg3BrNmTIZNu2bbqmYvny5bqmYtiwYWZK6cyZM0ddeeWVuhP5gAEDTCoAIA6i/huMykBw4cHJezBxzZ+t3XCDjlS1G3KnJqmpWLBgga6pOPfcc3V6VEj+TjvtNHXwwQfrZ2oAAOIh6r/BqAwEFx6cvAdTSfnzq91o3ry52rx5s7r00kvVlClTdFpUzZw5U1VXV+u+GH369DGpAIByFfXfYFQGggsPTt6DqdT8TZo0SU2cOFGdeeaZql27dhlrN6Li/fff130xjj32WDV16lSTCgAoR1H/DUZl4DkXQAByQl5VVaU7TP/vf//TT8e+/fbb1YoVK/QX/LRp01Tnzp318yZscCFPBJf32dqOUpJASG6NK3ns0qWLeuWVV8wUAACA3FFz4UHNQDCVkr9Zs2bpfhW/+MUvdL+Kpk2bminpbd26ta5Ww1u7Yf/LiX4pSHMu6YsxcOBA/ZkAAOUl6r/BqAwEFx6cvAcT9/w99NBDOqg46aST9B2g9t9/fzMlf7bvhv3/9ddf1zWjskMxyeeSp3xLX4xDDz3UpAIAoi7qv8GoEMlCGAvyUcL4OHY5MlRXV5vUhB6PQrr890u3SK+VKl1e52PhwoWJ5Il2YsSIEYnNmzeb1MKoqalJzJ8/PzFmzJhEMrDQee7Vq1di1KhRiUceeSTx73//28xZOBs2bNCf96abbjIpubHbniG+A/z5bSuGeA1RFvX8oTJQc+FBzUAwccvf4sWLdU3FAQccoK/ol+pKvtRquHenKlbtxo033qiefPJJ/VyM73znOyY1s6iXAwTD/k2NbRNvcfuNAwqB4MKDL45g4pI/OYGXB+A1bNhQBxXHHHOMmRINfn03evbsWS/YCKvvxtq1a3VfjEsuuUSNHTvWpKYX9XKAYNi/qbFt4i0uv3FAIRFcePDFEUy552/dunW6pmL79u26U3P//v3NlOhbvXp1vWDDW7shHcbtcZKPq6++Wt9ZSvpidOjQwaQq1bZtW3X66aerGTNmmJTolwMEw/5NjW0Tb1Hfv5Q/RAHBhQdfHMGUa/7eeustXVOxfv16XVNx8sknmynly1u7Ic2q5HkWbsCRa+2GLEOeiyEB2MiRI/Vdspo0aaK3qQRkLVq00PNFvRwgGPZvamybeCvX3zigmAguPPjiCKbc8icPkZMT5eeff17XVJxxxhlmSjylqt1wH/Znj6V0JLB48MEH1b333qsuuugi9cUXX6ghQ4aoRx99VE+PejlAMOzf1Ng28Rb1/Uv5QxQQXHjwxRFMueRv586dOqiYO3eurqm44IILzByVxdZuuJ3Fs63d2HfffdUnn3yiHyL4+eefq+bNm+vlHHbYYZEvBwiG/Zsa2ybeyuU3DiglggsPvjiCKYf8SVAxffp0HVRcccUVZgosv9oNt2ZDhh07duggYsuWLeZdtXr06KHWrFkT+XKAYNi/qbFt4q0cfuMofyg1ggsPvjiCKYf8SfMnCTCQHandcGs2ZJB97Lev99lnH/2gwVNPPTXS5QDBRP04LyW2TbyVw28c5Q+lRnDhwRdHMOQv/jZt2qTuvvtu3aRs27ZtumbD1bFjRx2QsJ3ji+MoNbZNvPEbB2TWwPwHgKx07dpVN4n673//WxdYNGjQQN8pSp4L0rdvX50GAAAqDzUXHlyVCIb8xd+rr76qjjvuONWoUSPdkfvwww/XzaBOPPFEnS7YzvHG/k2NbRNv/MYBmRFcePDFEQz5i79nnnlGLVu2TA0aNEj16dPHpNbHdo439m9qbJt44zcOyIzgwoMvjmDIHwTbOd7Yv6mxbeKN3zggM/pcAAAAAAgFwQWAsiFPAJcrc+5gnwqeDbmLlbxHnuWRq6DrLoQgnwfRJftT9qvs36DyKSO2XBeyfMkT/WXZqYbRo0ebOQGUG4ILAGVh2rRpavjw4brK3w41NTU6TaYVUinXjWh59tlnzVg8de/eve7hmHJbaSnrPXv21K/DtGDBgrpjSZ6jI+SYsmkcV0D5IrgAUBbuu+8+NXXqVPOqlpz8SJpMK6RSrhvRIgFlVVWVuv32200KAMBFcAGgbMhdqryk+cS6devMq9oOjW4zDtvExLVixYp6TTCykc267brcwW06ZV+70+UKrfd9Nv+2WYrM405PR6482/lkHOG64447VOPGjdWNN96omjVrVpQgw69ceWW739OVUXnfa6+9psaMGaObLfk1i0q3HrssO12GIE275P1yjHmXlemzZpoOoLAILnzYL6WJEyeaFKXHSc+cbsetTPMXOx3la8KECWrhwoV1+zXISYucPNnmF6NGjdLLSyebdUtar1691Pz58+stW650u9zmVTKv5GXkyJH13iOvXTKPbTIi01OdMEn6gAED6pZ1/vnnc3IVsnPPPVc1adJEffbZZ/o5L26QsXv3bjNXeGy5kqZDbhmRk39L9vFBBx1UN13G/fZ7pjIqgbI8IFNq5KTZklc265HvW3fZJ510kpmSn8WLF9ctT2oLZX3pynim6QCKIHnwxYJ8lDA+TtQ3CfkLJur5i4tCbufkyY9evju45HXyRMy8SuhxO0/yBF2PJ0+u9GvLL81PpnV7yTLdeWQ8eeJmXn2THze/7nvsdPc9QtJkPvf97ud02XnDJMus9KFhw4b1Xjdt2jRx4YUX6vGg7L6U/WvH3TLicue13HLhjvvxllEp47a8+ZWvVOsRMu6WNfueTPyWLSTNLfuplmfXm2l6GGRZUR769+9vcgqUDjUXAMqKXF1NfnfpIXkyodNyvTLZu3dvM1ZLrtbaTqzpZLtuW8PhrbUQnTt3NmPZs08+twYPHrxHfqWpl7DrtoPI5rPlym6HShzatGmjvvrqK70dmjdvrpKBhZo0aZKaMWOGTguTdKaWGgCpcXD3qSX7VsqvXNW3ZFzSbJnwY5flV0b9ZLuefMp3Ou7yMpXxYh0DfmUiKsOSJUtMLoHSIbgAULbkxEtO8qWdeJBmUpa3b0O622H6rdu+T5qVyA+9DUDCtnHjRjNWn5zoeU82ZOC2nuGZM2eO+vLLL+uCiurqat08auzYsWrvvfc2c4VLyqXsx5qaGv3alrNM/E70C1FGww4o0slUxjkGgNIjuAAQebYTql8A0alTJzP2Dfcqpd8VS3uSZkmAICdIcgLinpC4na0zrVs6stoTG3siE9bVUu9yJL/e2gx5HVaQhdSkFmHXrl31gopikZoCWzaFlDkpt979LuO2TLuClNFc1lMomco4xwAQDQQXACJPagmkKZBfIHHZZZfpEz7bXENOnpYvX67HhV+HfrfDtJxkyXuGDRtmUurLZd3uiY38t01Ogp7suE1XbH4lXy55LemSJ8sGRu7dfhDMvHnz1BdffFG0oMJvH9pxad7nt99l3K+MiHzLaK7rKYRMZTzTdADFQXABoCzI3WukKYecKLjD8ccfr2sYrKefflrfLtROlzs9eckdZOx0uRuNeztZP9msW4ITCTQkCJFp8t/WkKxcuVL/z5e77nT5lXRpMmXntXcZKtbJXyX48Y9/bMaKQ/bd/Pnz6/W5kHEpWzao9e53GfcrI9mUUTk25O5kfn2Jsl1PIWUq45mmAyi8vRK2frXMyZeICPpxZDlR3iTkL5io5y8u2M7hkKvJcgIYtZMj9m9qbJt4Y/8CmVFzAQAAACAUBBcAAAAAQkGzKI+oV3mSv2Co0i4OtnO8sX9TY9vEG/sXyIyaCwAAAAChILgAAAAAEAqCCwAAAAChILgAAAAAEAqCCwAAAAChILgAAAAAEAqCCwAAAAChILgAAAAAEAqCCwAAAAChiN0TuidMmKD/Z6Nfv356cEX96ZvkLxierlocbOd4Y/+mxraJN/YvkFnsgotcSCBSXV1tXtXKZzkoL/wwFB7HUfxxHPmj7McfZR9ILzbBhTdIyIZfzQUAAACA/MQmuAAAAABQWnToBgAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABAKggsAAAAAoSC4AAAAABACpf4fl5AiOMRpAKAAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performance analyses of Extended Isolation Forest agains H2OIsolationForestEstimator\n",
    "\n",
    "As you may know, H2O-3 also provides implementation of standard Isolation Forest. Implementation builds on our DRF and uses a lot of similar features for convinient machine learning. Isolation Forest employs binning and our distributed DTree structure to process vast amount of data. \n",
    "\n",
    "Extended Isolation forest implementation is totally independent from current DRF and Isolation Forest and use full potential of sample_size parameter to provide short training time. Focuse on the diagram bellow where is a visualision of training proccess.\n",
    "\n",
    "![eif-parallel.png](attachment:eif-parallel.png)"
   ]
  },
  {
   "attachments": {
    "eif-training-benchmark.png": {
     "image/png": 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pAOT48eNK+ZcvX4qZmZn89ttvIpJ2Ug5A7Q6LiEi5cuVkzZo1at1++OEHqVq1qoik3TkyMzNTTuIzy8tJ8Oeffy4tW7bMc2KROUFI5+zsLJ07d851+GXLlknFihWzHZ+vr68YGBgoJ1QiIt98843aMJoS1Nz2Dz09PdmwYYPSPzY2ViwsLHJNUAHIiRMnlG5hYWFSqlQp8fPzExGRZs2ayZw5c9SG+/PPP8XY2FhZps7OztKnTx+1Mm5ubvL111+LiMjBgwdFpVJlezKXXo/r168r3dauXSt6enrKRSxfX18xNDRUW249evQQa2trtbu5b7tvZUxq06fn4eEhAQEBUqZMGbU7EO8i4/ZQv359+fXXX0VEpHr16vLHH39k2V5yiyc3btzIdh2mn9AePnxYjI2N1e7uiYjUrFlTFixYICKaY4y7u7tysSg76QlqSEiI6Onpyb59+0Qkb/tmWFiYhISEZPsJCwvLcfiMEhISpHHjxtKlSxe17lFRUdKhQwcBILq6umJsbCw7duxQ+icnJ0vz5s1l4cKFIiIaE1SRtLuzbm5uUqpUKSlVqpRUqFBBbty4ofRv06aNDB48WG2Y8PBwtQs1Gb18+VJKly4tixcvVuseEBAg7u7uyrFRk8zrKiIiQrp27Sqmpqby5MkTjcMkJSXluKxDQkKyHTajKVOmSOnSpQWANGzYUG17GTZsWJZtNTU1VXR0dGT9+vVKt9y2q/R1kPEO3/379wWA8kRQdsdET09P+eCDD9S65WX7HzBggHz66adq/S9evCgA5MmTJ7ke9zV58uRJrss8r09jaEpQHzx4kOXYKyIye/ZsqVy5soik3RUGkOW8aPDgwWoXAInelu4bPhFM9FaaN2+OX3/9Va1bxv846unpYf369fDw8ICtrS2OHDmS6zgvXLiAv//+W2PDH6Ghoahfvz4AoFq1atDV/XdTd3BwQEBAgFIuMTERjRo1UvqbmJjggw8+UH7/888/EBFUq1ZNbRoJCQlo2bIlACA4OBgNGzaESqVS+mccZ15YWVnB29sb7dq1Q6tWrdCqVSv06tUL5cqVU6bRqVMntWGaNm2K2bNnIzo6GmZmZlnG+c8//2D27NkIDAzEixcvlIY17t69q/E/UZqEhoYiKSkJTZo0Ubrp6OigUaNGuHbtmlrZGjVqKN8dHBwAAE+fPs1xWl5eXvD19VV+p89HcHAwSpUqpbYczc3N8cEHH6hNV1dXF7Vq1VJ+P3v2DPfu3cOIESMwcuRIpXtycrIy/23atIGzszNcXV3Rrl07tG3bFh9//DFMTU3ztEyAtIZJ2rRpg8qVK6Nt27bo2LEjOnTogFKl3vyv/XXr1s3SbevWrVi8eDFu3bqF2NhYpKSk5Pr/WmdnZ7X/7zo4OODp06c5DpPb/pGUlKTsSwBgbGycp1ZoS5UqpTacs7MzHBwccO3aNbRu3RoXLlzA2bNnsWDBAqVMamoqXr9+jcePH8Pe3h6A+jaVeZ4uXrwIe3t7VK1aNdt6GBgYwN3dXW34pKQkvHz5ElZWVgCA8uXLqy23smXLonLlytDX11frlnFZ5nXf0rRuHzx4gFatWuGrr77C5MmTs607AMydOxdz585Vfl+7di3X/5MOGTIEK1asQI0aNXDv3j306NEDmzZtUiuTWzxJ3/80rcN0Fy5cQFxcHGxsbNTGEx8fj9DQ0Gzrd/369Rzrn5GbmxuGDRuGadOmoW3btnkaxtnZOc/jz0lycjL69++Ply9fYufOnWr9Zs6ciYiICBw6dAjW1tbYsWMHBg4ciL///hs1a9bE3LlzoaenhwkTJmQ7/tevX+PTTz9Fo0aNsH79eqSkpGDhwoXo1q0bzp8/rzRylPG4AkDZ1jJ3B4C1a9ciJSUFAwYMUOtev379PC93FxcXAMCrV69QqVIlbNmyJdv/u+vq6sLNzS1P483J5MmTMWTIEISHh2P27Nno378/9u3bp8yjpnnN3D2v85fdcSo3derUUfudl+3/woULuHXrltr+l77+QkND0ahRoxyP+5rY2tq+cfsDb0PTdpe5W17KEL0NJqhUKEqXLp3rQezMmTNITU3Fy5cv8ezZs1wb6UlNTUWnTp2wcOHCLP3Kli2rfNfT01Prp1KpkJqaCgBqLSHmNB2VSoVz585lGZeRkVGex5MXK1euxLhx47B//37s3LkTM2bMwI4dO9CuXbscA7+m7q9evUK7du3QunVr/PHHH7C1tUVERASaNWv2Rg085HQylLlbxuWT3i99WWfH3Nxc47aR0zLNOF0DAwPo6Ogov9Ont3z5cjRu3Fjj8Kampvjnn3/w999/w8/PD/PmzcP06dNx7tw5tRPwnNSuXRthYWHYv38/jhw5gkGDBqFmzZrw8/N74yQ1c2ubZ86cQZ8+feDr64sffvgBFhYW2LlzJyZNmpTjeHLa1t9mmJzW/btKTU2Fr68vevXqlaVfxhO+d91/Mybf6cOnTz+naWjqln6B4E32LU0tqVpbW8PFxQUbN27E0KFDYWlpmW39fXx81Bq7ycv22adPH4wfPx7Tpk3DJ598osSpjHKLJ3mNjWXLls3SuicAjRfM3pavry8qVqyYbSu5mXl4eCA8PDzb/s7Ozrm2NpqcnIxPPvkEV65cwbFjx9QaFwsNDcWPP/6IwMBA1KxZEwBQs2ZN+Pv748cff8Tvv/+Ow4cPw9/fP8t21LBhQ3h5eWHdunVYv349QkNDcfLkSSWGrV+/HpaWlvjzzz/Rv39/2NnZ4fHjx2rjSE+mMh7n0v3222/o0aOHcvHlbRw9ehRWVlawsbHJdT3evXs3y8XbzPr374/ly5fnWMba2hrW1taoXLkyqlatinLlyuHEiRNo1qwZ7OzscPLkSbXyERERSElJ0bgMcvM2xykg676cl+0/NTUVQ4cOxfjx47OUcXR0BJDzcV8THx+fXFvZz8uFrOxYW1tDR0dH43aXvrzt7OwApLVmnTGZzliG6F0wQSWtEBYWhtGjR+Pnn3/G/v370a9fP5w6dUo5udTX189y96h27drYvHkznJ2ds5wE5JWbmxv09PRw5swZVKhQAUDayWdQUBAqVqwIAPjwww8hInj8+DE++ugjjeOpVq0atm3bpnbSd+bMmbeqU82aNVGzZk1MnToVHTp0wOrVq9GuXTtUq1YNJ06cUCt74sQJODk5abzzd/36dURERGDu3LlKS33bt29XK5N+hyinO3Nubm7Q19fHiRMnlGWUkpKC06dPo2/fvm81j3lRrVo1pKam4vTp02jevDmAtBYtr1y5gsGDB2c7XNmyZeHo6IjQ0FAMHDgw23K6urpo2bIlWrZsidmzZ8PW1ha7d+/G8OHDNW5vmpiamqJXr17o1asXvL290bBhQ9y6dQuVK1fOUjav4wSAkydPwtHREV9++aXSLacT7oKSvn+cPXtW2Ybi4uLU9o/spKam4ty5c8pFgrt37+Lhw4fK3c7atWvj+vXr73T3pXbt2nj06BGCg4NzvIua3/Kyb+XEwMAAO3fuRJcuXdCmTRv4+fllm6RaWVm9cbJhZmaGnj17Ys2aNfjuu+80lsktnlStWjXbdZiudu3aePLkCUqVKqXEhoJga2uLSZMm4csvv8zTkyl79+7NscXk3I4XSUlJ6NOnD4KCgnDs2DHlZDxdXFwcAKhdGEv/nZ7orFy5Eq9evVL6PXz4EO3atcO6deuUp1Hi4uKgUqnULmiVKlVK7SJMo0aNMHXqVMTHx8PQ0BAA4OfnBwcHB+VOZ7qAgABcunQJixcvznH+cuPq6gpra+s8lXVwcEBgYGCOZd70YkX6vCckJABIWwbffPMN7t+/rzyd4OfnBwMDgyx3Nd9VXo6J6fKy/deuXRtXr17NNc5ld9zXZM6cOblerMzrhVZN9PX1UadOHfj5+aldQPTz80OPHj0ApG0jdnZ28PPzQ7169QCk3Tn29/fPNuYQvQm+ZoYKRUJCAh4/fqz2efbsGYC0A0H//v3h6emJESNG4Pfff8f9+/cxe/ZsZXgXFxecPXsWYWFhiIiIQGpqKj777DNERUXBy8sLAQEBuH37Ng4dOoThw4fnuZlzExMTDBkyBFOnToWfnx+uXr2KTz/9VO3gVLlyZfTr1w/e3t7YunUrbt++jfPnz2PhwoXKSamPjw/CwsIwbtw43LhxA1u3bs31inFmd+7cwbRp03Dq1CmEh4fj6NGjuHz5snJ1euLEiTh+/DhmzZqFmzdvYt26dfj+++8xZcoUjeMrX748DAwM8NNPP+H27dvYs2ePWsIDpN1JUKlU2LNnD549e4bY2Ngs4zE2NsbIkSMxbdo07N27F8HBwRg5ciSePHmCUaNGvdE8volKlSqhW7duGDFiBPz9/XHlyhX0798fZmZmuSbGs2bNwrfffosffvgBN27cQFBQENasWYN58+YBAHbv3o0lS5bg4sWLCA8Px/r16xETE6MkOS4uLggKCsKNGzcQERGh8WR30aJF2LBhA4KDg3Hr1i2sX78eZmZm2T7O7OLigvj4ePj5+SEiIkI5ydWkcuXKePDgAdatW4fbt29j2bJl2LBhQ14XXb4xMTHBp59+iqlTp+Lw4cO4du0ahg4dqjxVkBNdXV2MGzcOp0+fRmBgIAYNGgQPDw+0bt0aAPDVV19h/fr1+OqrrxAUFITr169j69at2W7PmrRq1QoNGjRAjx49cODAAdy5cwd+fn7YsWPHO813bvKyb+XGyMgIu3btgrm5Odq0aZPv7/7973//i4iICI2PGAO5xxN3d3e0b98eI0aMUNaht7e32t3Y1q1bo0mTJujWrRv27duHO3fu4PTp0/D19dV4VyldlSpV8NNPP73R/EycOBHx8fF5WrfOzs5wc3PL9pPTI8DJycno1asXzpw5gw0bNkClUinHrNevXyv1d3Nzw6hRo3D27FmEhobi+++/h5+fn/J6FFdXV1SvXl35pF+0qlixohIj2rRpg+joaIwaNQrBwcG4evUqBg8eDB0dHeXvI3379kXp0qXh7e2NoKAgbN++HfPnz8eECROy7IO//fYbKlWqBE9Pzzdatu8i/RHfnD45PY56+vRp/Pzzz7h06RLCw8Nx5MgRfPLJJ3BxcUHTpk0BAG3btoWHhwcGDhyIixcv4tChQ5g8eTKGDRuWr3fqgbwdE9PlZfufOnUqzp49Cx8fH1y8eBG3bt3C7t27MWLECAC5H/c1sbW1zXWZZ35yJKPExEQEBgYiMDAQ8fHxePz4MQIDA3Hr1i2lzIQJE7Bq1Sr8/vvvCA4OxtixY/Hw4UP4+PgASLvzPG7cOMyfPx/bt29HUFAQvL29YWJiUqAXrqkEKeT/vFIJpOk1MQCUxjjmzJkjZcuWladPnyrDHDx4UHR1dZWGC27cuCENGzYUIyMjtYaHbt68KT169FBeQ1K5cmUZPXq00riJpgY1MjcUk/E1GjY2NjJnzpwsr9FITEwUX19fcXV1FT09PSlbtqx06dJFrXGe3bt3S+XKlcXAwEAaN24sa9eufaNGkh4/fizdu3cXBwcH0dfXl3LlysnkyZMlMTFRKZ/+Wgg9Pb08vWZm48aNUqFCBTEwMJB69erJ/v37s7TkOGfOHLGzsxOVSpWn18zo6+tn+5qZjA1LZNcoSHbzr0leXzOjyfr16+XDDz8UAwMDsbCwkCZNmiiN/fj7+0uLFi3EyspKDA0NxcPDQ60F3qdPn0qbNm3ExMQk25Yvf/31V/nwww/FxMRETE1NpXnz5rm+1sHHx0fKlCmT5TUzmV9NISIybdo0sba2VlqY/eWXXyRjyM7uNTMZ5VYmL/tHTEyM9O/fX0qXLi22trYyb948admypfj4+GQ7n+nT3bFjh7i5uYm+vr40b95cQkJC1ModOHBAmjZtKkZGRmJqaip16tRRa+RE07LJvM1ERkbK0KFDxdraWgwMDKRq1aqyadMmjfMvknVb1bTcPvvsM/H09FTr5uXlpbS8KZL7vpVdYyuZpxcXFyctW7aUunXrSmRkZLbLNDc57QvZ9c8tnjx+/Fi6dOkihoaG4uTkJL/99luWRlWio6NlzJgx4ujoqIzHy8tLbt26le1yyLj9Zwf/v5GkjNL3gYJ8zYymV42kf1auXKmUu3nzpnz88cdiaw5SsRwAACAASURBVGsrpUuXlho1aigtz+c03szx8ODBg9KkSRMxNzcXCwsLadGiRZY4cvnyZWnWrJkYGBiInZ2dzJo1K0vjbNHR0WJsbKw0zpPZ27biW9AuXryoxGJ9fX1xcXERHx+fLI3rhYeHS6dOncTIyEisrKxk9OjREh8fr1Ymt+0qu3WQeVvTdEzM7liV2/YvktZqfLt27cTU1FRKly4t1atXly+//FJE8nbcz2/ZbeOZY97PP/8szs7Ooq+vL7Vr187SaFJqaqr4+voqr/hq3rx5ob0eh4o/lUg+/XmOiIiKvYSEBDg7O2Py5MmYOHFiUVeHiPJg5cqVmDZtGm7cuJFr+w7vozt37qBixYrw9/dXa9CPiN5P/A8qERFl6+LFiwgODkb9+vURExODBQsWICYmBl5eXkVdNSLKo71792LBggXFMjkF0uZv4MCBTE6JigneQSUiomxdvHgRw4YNw40bN5RX+ixcuDDfGychIiIiApigEhERERERkZZgK75ERERERESkFZigEhERERERkVZggkpERERERERagQkqERERERERaQUmqERERERERKQVmKASERERERGRVmCCSkRERERERFqBCSoRERERERFpBSaoREREREREpBWYoBIREREREZFWYIJKREREREREWoEJKhEREREREWkFJqhawtvbGzNnziyQcc+dOxdDhw4tkHHT21u1ahWaNm1aIOM+duwYnJycCmTcRDlhLKPMWrRogd9//71Axl2Q2xtRZoxv9CbCwsKgUqmQnJxcIONXqVS4detWgYy7qDFBLQGmT59eYCcHb2rSpEmoVKkSTE1NUaVKFaxZs0atv0qlgrGxMUxMTGBiYpIlWN++fRudO3eGqakprK2tMWXKlMKsvtYqqiAVFhaGjh07wtLSEnZ2dhg9enSBBWKi9ymWHTlyBLVr14aZmRkqVKiAX3/9VeN4WrZsmeUEhvuVZgV5US8niYmJ6NmzJ1xcXKBSqXDs2DG1/t999x2qV68OU1NTuLq64rvvviv0OtL7T5vi2+bNm9G4cWOULl0aLVq0yLbc6tWroVKp1Oq9evVq1KlTB2ZmZnBycsKUKVM0xq+QkBAYGhqif//+at0PHz6MKlWqoHTp0vjoo48QHh6eb/P1PivIC305OXr0KD766COYm5vDxcUl23LHjx+HSqXKtws4TFCpUBkbG2PXrl2IiorC6tWrMXbsWJw6dUqtzKVLlxAbG4vY2Fi1nTExMRFt2rRBy5Yt8fjxY9y/fz9LYKPCNWrUKNja2uLRo0cIDAzE8ePH8csvvxR1tYgKXE6xLCkpCd27d8eIESMQFRWFTZs2YcKECbh06ZLaONatW6fxxI37lfZp2rQp1q5dCzs7uyz9RARr1qxBZGQk9u/fj59++gkbN24sgloS5Q8rKyuMGzcO06ZNy7ZMZGQk5s2bBw8PD7XucXFxWLx4MSIiIhAQEIDDhw9j4cKFWYb/7LPPUK9ePbVuERER+Pjjj/H111/jxYsXqFu3Lry8vPJnpuitGBsb49NPP83xwltSUhLGjh2LBg0a5Nt0maACWLBgARwdHWFqagp3d3ccPnwYAHD27Fk0atQIFhYWsLe3x+jRo5GYmKgMp1Kp8MsvvyhX0b/88kuEhoaiUaNGMDMzQ+/evZXy6Y9czp07F9bW1nBxccG6deuyrdPu3btRq1YtWFhYoHHjxrh8+fJbz8esWbOURG706NHK3UkTExPo6upi1qxZAICHDx+iR48esLGxgaurK5YuXfpWyzMns2fPRpUqVVCqVCk0aNAAzZo1w+nTp/M07KpVq+Dg4IAJEybA2NgYhoaGqFGjhtJ/1KhRGDVqVLbDv8n6ioyMROfOnWFjYwNLS0t07twZ9+/fBwC8ePECTk5O2LVrFwAgNjYWbm5uWe6gZPb8+XN07doVZmZmqF+/PkJDQ9X6X79+HW3atIGVlRXc3d2xefNmpZ+3tzd8fHzQpk0bmJqawtPTU7mq2Lx5cwBAzZo1YWJigk2bNinDff/997C1tYW9vT1WrlyZ6zJ+U3fu3EHv3r1haGgIOzs7tG/fHlevXs336VDeMJbNAlD0sezFixeIjo7GgAEDoFKpUK9ePVStWhXXrl1Tho+KisLs2bPx7bffZhl3bvuVhYUFTpw4obFeq1atQpMmTTB+/HhYWFigQoUKOHXqFFatWoVy5crB1tYWq1evVsrv2bMHH374IczMzFCuXDllGQLApk2bUKFCBURHRwMA9u3bBzs7Ozx79izHZePn54cqVarA3Nwco0ePhoio9V+xYgWqVq0KS0tLtGvXTu0OiUqlwtKlS1GhQgVYW1tj8uTJSE1NRXBwMHx8fHD69GmYmJjAwsJCGSYyMhKdOnWCqakpGjRokCW2vit9fX2MGzcOTZs2hY6OTpb+U6ZMQe3ataGrqwt3d3d069YNJ0+ezNc6EONbYca31q1bo3fv3nBwcMi2zBdffIExY8bA2tparfvIkSPRrFkz6Ovrw9HREf369cuyP2zcuBEWFhZo1aqVWvft27fDw8MDvXr1gqGhIWbNmoVLly7h+vXrAID169ernfdl1qJFC8ycORONGzeGiYkJunTpgufPn6Nfv34wMzNDvXr1EBYWppQfO3YsypUrBzMzM9SpUwf+/v5Kv44dO2LixInKby8vL3z66afZLzQAKSkpmDRpEqytrVGhQgXs2bNHrX9UVBSGDBkCe3t7ODo6YubMmUhJSQHwb+z+/PPPYW5ujipVqijbxowZM+Dv769sF6NHj1bGeejQIVSqVAmWlpb47LPPssTbd1W/fn0MGDAAFSpUyLbM999/j7Zt26JKlSr5N2Ep4a5fvy5OTk7y4MEDERG5c+eO3Lp1S0REzp8/L6dPn5akpCS5c+eOVKlSRX744QdlWADSpUsXiYqKkqCgINHX15eWLVtKaGiovHz5UqpWrSqrVq0SEZGjR4+Kjo6OjB8/XuLj4+XYsWNSunRpuX79uoiIDBo0SGbMmCEiIhcuXBAbGxs5c+aMJCcny6pVq8TZ2Vni4+Pfaj58fX2lX79+WYa5ePGiWFtbyz///CMpKSlSu3ZtmT17tiQkJEhoaKi4urrK/v37NU5v3rx5Ym5unu0nL+Li4sTOzk727duntkzt7e2lbNmy0r17d7lz547Sb/DgwdK/f39p3769lClTRjw9PeXy5ct5mlb6uPO6viIiImTr1q3y6tUriY6Olp49e0q3bt2UcR04cEDKli0rT548kaFDh0qPHj1ynb6Xl5f06tVLYmNj5cqVK+Lg4CBNmjQREZHY2FhxcnKSFStWSFJSkly4cEHKlCkjQUFBIpK2fZiYmMjx48clPj5exowZowybPm8hISHK7/Tt7csvv5TExETZs2ePGBkZyYsXLzTWbeTIkdmuyw8++CDbeVq2bJkMGDBAXr16Jffv3xcPDw/Zvn17rsuC8h9jmXbFsk8++UR++uknSU5OllOnTomNjY3cvXtX6T9q1ChZtGiR3LlzRwBIUlKS0u9d9quVK1eKjo6OrFixQpKTk2XGjBlSrlw5GTVqlMTHx8uBAwfExMREYmJiRCRtfV6+fFlSUlLk0qVLYmtrK3/++acyvr59+8qgQYMkIiJC7O3tZdeuXTlO/9mzZ2JqaipbtmyRxMREWbRokejo6Mhvv/0mIiJ//vmnVKxYUa5duyZJSUny9ddfS6NGjZThAUiLFi3k+fPnEh4eLpUqVVKGXblypVrcE0nb3iwtLSUgIECSkpKkb9++4uXllW39clrX8+bNy3X5Ojo6ytGjR7Ptn5qaKrVq1ZJly5blOi7KO8a3oolvv/32m3h6embpHhAQIHXq1JGUlBTx9PRU9lFNunXrJlOnTlV+R0VFSaVKleTu3btZ5nnMmDHi4+OjNryHh4ds3bo117qKiHh6ekrFihXl1q1byrqtVKmS+Pn5SVJSkgwYMEC8vb2V8n/88YdERERIUlKSLFy4UMqWLSuvX78WEZFHjx6JjY2NHD58WNauXSuurq4SHR2d4/SXLVsm7u7ucvfuXXn+/Lm0aNFCLb5369ZNhg8fLrGxsfLkyROpV6+eLF++XET+jd2LFi2SxMRE2bhxo5iZmcnz58+Vecu8nAFIp06dJDIyUsLDw8Xa2lrtOJTRunXrctwWwsPDc5w3Pz8/cXZ2ztI9LCxMKlWqJDExMWr7x7sq8QlqSEiI2NjYiJ+fnyQmJuZY9ocffpD/+7//U34DkBMnTii/a9euLfPnz1d+T5gwQcaOHSsi/wa92NhYpX+vXr1kzpw5IqIe9Hx8fGTmzJlq065cubIcO3bsreZDU9B7+vSpODs7y4YNG0RE5MyZM1KuXDm1MnPnzlXbkfPbwIEDpV27dpKamqp0O378uCQkJEhkZKR89tln4uHhoezYbdq0EV1dXdm7d68kJCTIt99+K66urpKQkJCn6b3J+srs4sWLYmFhodZt9OjRUr16dbG3t5eIiIgcp52cnCy6uroSHBysdPviiy+Uk62NGzdK06ZN1YYZPny4zJo1S0TSto+MJ10xMTFSqlQp5YRXU4JqaGiodtJrY2Mjp0+fzrGeb+ratWtSu3Zt0dHREQAyaNAgtfVJhYexTLti2c6dO8XW1lZ0dHRER0dHfv31V6XfuXPnpGbNmsoJdeYE9V32q5UrV4qbm5vy+/LlywJAHj9+rHSzsrKSixcvahx+7NixMm7cOOV3ZGSklCtXTqpXry7Dhw/PdfqrV6+WBg0aKL9TU1PF0dFRObFq3769/P7770r/lJQUMTIykrCwMBFJ2xYznmD9/PPP0rJlS2XeNCWoQ4YMUX7v2bNH3N3dc63n28otQf3qq6+kRo0aOSYp9OYY34omvmlKUJOTk6VOnTpy6tQpEdGcOKVbsWKFODo6yrNnz5RuY8aMUZZ/5nn+9NNP1ZJZEZHGjRvLypUr81RfT09P+eabb5TfEyZMkPbt2yu/d+7cKTVr1sx2eAsLCwkMDFR+b9u2TZycnKRMmTLi7++f6/Q/+ugjtYtTBw4cUOL748ePRV9fX+Li4pT+69evlxYtWohIWnyzt7dXi/X16tWTNWvWKPOmKUHNWK9evXrl6ULb28guQe3atats3LhRRCRfE9QS/4ivm5sbFi9ejFmzZsHW1hZ9+vTBw4cPAQA3b95E586dYWdnBzMzM0yfPh0RERFqw5ctW1b5bmRklOV3bGys8tvS0hLGxsbKb2dnZ2VaGYWHh+P777+HhYWF8rl3757GsnmZj8ySkpLQs2dP9O3bF3369FGm+fDhQ7Vpzp07F0+ePMlp8b21yZMnIygoCJs3b4ZKpVK6N2/eHPr6+rCwsMCSJUtw584dBAcHA0hbnk2bNkWHDh2gr6+PSZMm4fnz50r/vMjr+oqLi8OIESPg7OwMMzMzNG/eHC9fvlQexQCA4cOHIygoCIMHD0aZMmVynO6zZ8+QnJyMcuXKKd2cnZ2V7+Hh4QgICFBb/uvWrcPjx4+VMhmHNTExgZWVVY7bRJkyZaCrq6v8Ll26tNr2+K5SU1PRrl07fPzxx3j16hUiIiIQGRmJqVOn5ts0KO8Yy7Qnll2/fh1eXl5Ys2YNEhMTcfXqVXz77bfYs2cPUlNTMWrUKCxZskRt/0yXH/tV5nWnqVv6+gwICMBHH30EGxsbmJubY/ny5WrbhoWFBXr16oWgoCC1x92y8/DhQ7VYpVKp1H6Hh4dj7NixyrqxsrKCiODBgwdKmcxxMqftBYDa/0LzO869iZ9++glr1qzBnj17YGBgUCR1KK4Y34omvmnyyy+/oEaNGmjUqFGO5Xbs2IFp06Zh3759ymPAgYGBOHToEMaPH69xGBMTE+UvBemio6Nhamqa5/q9ybr+/vvvUbVqVZibm8PCwgJRUVFq207nzp2RkpICd3f3PDXQljn+ZT7PS0pKgr29vbLuRowYgadPnyplHB0d1c6JtT3+7dq1CzExMQXyP+ESn6ACQN++fXHixAmEh4dDpVIpJwIjR45ElSpVEBISgujoaMydO/ednu2OjIzEq1evlN93797V+Hx/uXLlMGPGDLx8+VL5xMXF4ZNPPnmr+cjs888/h6mpKb755hu1abq6uqpNMyYmBnv37tU4jrlz56r9PyLzJye+vr7Yt28fDh48CDMzsxzLqlQqZZnXqFFDbcctSN9//z1u3LiBgIAAREdH4++//wYApS4pKSkYMWIEBg4ciGXLluXagq6NjQ10dXVx7949pdvdu3eV7+XKlYOnp6fa8o+NjcWyZcuUMhmHjY2NxYsXL3L8f8ib8PHxyXZdZm4AId2LFy9w7949jB49GgYGBihTpgwGDx6c7TZDBY+xTDtiWVBQENzd3dGuXTuUKlUK7u7u6NSpE/bt24fo6GicP38eXl5esLOzUxoJcXJygr+/f6HvV3379kXXrl1x7949REVFwcfHR23bCAwMxIoVK/DJJ59gzJgxuY7P3t5eLVaJiNrvcuXK4b///a/a+nn9+jUaN26slMkcJ9O3rfyI/zmt67lz5771eFesWIH58+fj8OHDfMVXAWF8K9z4lp3Dhw/jzz//hJ2dHezs7HDq1ClMnDhR7X+R+/fvx7Bhw7Br1y588MEHSvdjx44hLCwM5cuXh52dHRYuXIht27ahdu3aAAAPDw+1xuRevXqF0NDQbM9D3oW/vz8WLFiAzZs3IzIyEi9fvoS5ubnatjNjxgxUrVoVjx49woYNG3IdZ+b4l/k8z8DAABEREcq6i46OVmtf4MGDB2rTz8/4t27duhy3hYx1zavDhw/j/PnzyrawadMmLF68GN26dXunugJMUHHjxg0cOXIECQkJMDQ0hJGRkdIIQkxMDMzMzGBiYoLr16+rJQtvy9fXF4mJifD398fu3bvRq1evLGWGDRuG5cuXIyAgACKCV69eYc+ePYiJiXmr+cjov//9L44fP47169ejVKl/V3/9+vVhZmaGBQsW4PXr10hJSUFQUBDOnTuncXrTp09XWtrV9MnOvHnzsH79evj5+WW563j16lUEBgYiJSUFsbGxmDhxIhwdHVG1alUAQP/+/XHmzBkcOnQIKSkpWLx4MaytrZX+3t7e8Pb2znbabyImJgZGRkawsLDAixcvMHv2bLX+6ScyK1aswKRJkzBw4EC1u6uZ6ejo4OOPP8asWbMQFxeHa9euqTVU0rlzZ9y8eRN//PEHkpKSkJSUhHPnzqndHd67dy9OnDiBxMREfPnll2jQoIFypa5s2bK4ffv2W8/v8uXLs12X2TV6ZG1tDVdXVyxbtgzJycl4+fIlVq9ejZo1a751PejtMZal0YZY9uGHHyIkJARHjhyBiCA0NBS7d+9GzZo1YW5ujocPHyIwMBCBgYHKieWFCxfQoEGDPO1Xml518rZiYmJgZWUFQ0NDnD17FuvXr1f6xcfHo3///pg7dy5WrlyJBw8e5NqacKdOnXD16lVs374dycnJWLp0qdqTID4+Ppg3b54SV6KiorBlyxa1cXz33XeIjIzEvXv3sGTJEuXqfNmyZXH//n21BnDeVE7revr06dkOl5CQgPj4eABpLcrHx8crJ5Lr1q3D9OnT4efnl2NDIvT2GN/SFFZ8S0lJQXx8PJKTk5Gamor4+HgkJSUBSGvMJzg4WIlhdevWha+vL/7zn/8ASHvFVr9+/bBt2zbUr19fbbzDhw9HaGioMqyPjw86deqEAwcOAAC6d++OoKAgbNu2DfHx8ZgzZw5q1KihNL6zatWqHF918iZiYmKgq6sLGxsbJCcnY86cOWp3b//++2+sXLkSa9aswZo1a/D555+rPemhSe/evbF06VLcv38fkZGRmD9/vtLP3t4ebdu2xcSJExEdHY3U1FSEhobi+PHjSpmnT59i6dKlSEpKwpYtWxAcHIyOHTsCePfzvH79+uW4LZQvX17jcBnXv4ggPj5eicFff/01bt68qazPrl27YtiwYfnSKGeJT1ATEhIwbdo0WFtbw87ODk+fPlWSj4ULF2L9+vUwNTXFsGHD3vkWtp2dHSwtLeHg4IB+/fph+fLlGlu8qlu3Ln777TeMHj0alpaWcHNzw6pVq956PjLasGEDbt++DQcHB7Wrxjo6Oti1axcCAwPh6uoKa2trDB06FFFRUe80z5lNnz4dd+/eRaVKlbJctX7y5Am8vLyU9waGhYVh9+7d0NPTAwC4u7tj7dq18PHxgaWlJf766y/s3LkT+vr6ANKuujdp0iRf6jlu3Di8fv0a1tbWaNiwIdq3b6/0u3DhAhYtWoQ1a9ZAR0cHU6dOhUqlUgtEmvz000+IjY2FnZ0dvL29MXjwYKWfqakpDh48iI0bN8LBwQF2dnaYOnUqEhISlDJ9+/bF7NmzYWVlhQsXLqi1LDhr1iwMGjQIFhYWaq3/FrTt27dj//79sLGxgZubG3R1dfHDDz8U2vTpX4xl2hPLKlasiBUrVmDMmDEwMzODp6cnevTogSFDhkClUilXm+3s7GBjYwMg7eQjPZbltF/dv38fJiYmancl3sUvv/yCr776CqamppgzZw569+6t9Pviiy/g5OSEkSNHwsDAAGvXrsXMmTMREhKS7fisra2xZcsWTJs2DWXKlEFISIhaXO7evTumTp2KPn36wMzMDNWrV8e+ffvUxtGtWzfUqVMHtWrVQqdOnTBkyBAAae+M9fDwgJ2dXZaWQwuau7s7jIyM8ODBA7Rr1w5GRkZK68MzZ87E8+fPUa9ePWVb8PHxKdT6FXeMb4Ub3/744w8YGRlh5MiR8Pf3h5GREYYNGwYg7bH/jDFMX18fZmZmMDc3B5CWtERFRaFjx45K3Tt06AAg7RHUjMOamJjA0NBQiYM2NjbYtm0bZsyYAUtLSwQEBKi9sik/z/PatWuHDh06oHLlynB2doahoaFy0T86OhoDBw7ETz/9BEdHRzRt2hRDhgzB4MGDc7w7P2zYMLRr1w41a9ZE7dq18fHHH6v1T//bR7Vq1WBpaYmePXvi0aNHSv8GDRogJCQE1tbWmDFjBrZu3apcAB07diy2bt0KS0vLPD3Nkl/+/vtvGBkZoWPHjrh79y6MjIzQtm1bAGnnrhnXp5GREYyNjWFlZfXO01XJuzwHQXl27Ngx9O/fX3lVCeWvxMRE1KxZE5cvX1YS2uLE29sbTk5Oao/6EBUFxrKitXbtWly9ehXz5s0r6qoUCJVKhZCQELi5uRV1VagEYnzTbm3btsWSJUuUJ+eKk1WrVuH333/P9hViJU3WFhqI3kP6+vpv1FgSEdH7KP09iUREJc3BgweLugpUSEr8I77vk7t37+brn5sp/3l4eGhcPzm96JuopGEse7/5+/vna6MrRMUJ41vxll2jknysP3/xEV8iIiIiIiLSCryDSkRERERERFqBCSoRERERERFpBa1vJMna2jrf3nlERMVDWFgYIiIiiroa+Yqxjog0KW7xjrGOiDTJGOu0PkF1cXHB+fPni7oaRKRF6tatW9RVyHeMdUSkSXGLd4x1RKRJxljHR3yJiIiIiIhIKzBBJSIiIiIiIq3ABJWIiIiIiIi0gtb/B5WI3k5SUhLu37+P+Pj4oq7KWzM0NISTkxP09PSKuipEpKWKQ6wDGO+IKGclKdYxQSUqpu7fvw9TU1O4uLhApVIVdXXemIjg+fPnuH//PlxdXYu6OkSkpd73WAcw3hFR7kpSrOMjvkTFVHx8PMqUKfPeBjGVSoUyZcq891cKiahgve+xDmC8I6LclaRYxwSVqBh7n4MY8P7Xn4gKR3GIFcVhHoioYBWHOJGXeWCCSkQFRkdHB7Vq1VI+8+fPBwC0aNFCeQ+ei4sLPvjgA6XMqVOnirLKRERvjLGOiEqCwop1/A8qERUYIyMjBAYG5lru6NGjsLa2LoQaERHlP8Y6IioJCivW8Q4qERERERERaQXeQSUqAVym7SmwcYfN75Rtv9evX6NWrVrK7y+++AJeXl5Zyn300UfQ0dGBgYEBAgICCqSeRFT8MdYRUUlQ3GMdE1QiKjB87I2ISgLGOiIqCfiILxEREREREZUovINKVALk9LgGEVFxwVhHRCVBcY91TFCJqMBk/q9C+/btlSbJiYiKC8Y6IioJCivWMUElogKTkpKisfuxY8eU72FhYYVTGSKiAsJYR0QlQWHFOv4HlYiIiIiIiLQCE1QiIiIiIiLSCkxQiYiIiIiISCswQSUiIiIiIiKtwASViIiIiIiItAITVCIiIiIiItIKfM0MERUYExMTxMbGIiwsDFWrVoW7u7vS7+zZs9DX1y/C2hER5Q/GOiIqCQor1uVrguri4gJTU1Po6OhAV1cX58+fx4sXL+Dl5YWwsDC4uLhg8+bNsLS0zM/JEtF7oGLFiggMDCzqauQbxjsi0oSxjohKgoKMdfn+iO/Ro0cRGBiI8+fPAwDmz5+PVq1aISQkBK1atcL8+fPze5JEREWC8Y6ISgLGOiIqTAX+iO9ff/2FY8eOAQAGDRqEFi1aYMGCBQU9WSLKaJZ5AY47Kk/FQkNDUatWLQBAkyZN8PPPPxdcnYoI4x1REWOsKxSMdURFrJjHunxNUFUqFdq2bQuVSoURI0Zg+PDhePLkCezt7QEA9vb2ePr0abbDalKnTp38rCIRFZHi9tjb28Y7xjqi4o2x7t/hNGGsIyoeCjLW5WuCevLkSTg4OODp06do06YNqlSpkp+jJyLSGox3RFQSMNYRUWHL1wTVwcEBAGBra4vu3bvj7NmzKFu2LB49egR7e3s8evQItra2GocVEY3d69atm59VJCqZ8vi4BuXd28Y7xjqiAsRYl+8Y64i0UDGPdfnWSNKrV68QExOjfD948CCqV6+Orl27YvXq1QCA1atXo1u3bvk1SSKiIsF4R0QlAWMdERWFfLuD+uTJE3Tv3h0AkJycjL59+6J9+/aoV68eevfujf/9738oX748tmzZkl+TJCItFxsbpI8itgAAIABJREFUCyDtNQVBQUFFXJv8w3hHRBkx1jHWEZUEhRXr8i1BrVChAi5dupSle5kyZXD48OH8mgwRUZFjvCOikoCxjoiKQoG/ZoaIiIiI6I08uQo8vAhEhAAe3QGHWkVdIyIqJExQiYiIiEi7BCwH/lmT9t3UngkqUQmSb40kEZH2ya4VxffF+15/IiocxSFWFId5yFdl3P79/vxW0dWDSIsUhziRl3lggkpUTBkaGuL58+fvbTATETx//hyGhoZFXRUi0mLve6wDGO80YoJKpKYkxTo+4ktUTDk5OeH+/ft49uxZUVflrRkaGsLJyamoq0FEWqw4xDqA8S4LtQQ1tOjqQaQlSlKsY4JKVEzp6enB1dW1qKtBRFSgGOuKKUsXQFUKkFQg6h6Q9BrQMyrqWhEVmZIU6/iILxERERFpF10DwKL8//8hwIs7RVodIio8TFCJiIiISPuUqfTvd/4PlajEYIJKRERERNpH7X+oIUVXDyIqVExQiYiIiEj7lKn473c2lERUYjBBJSIiIiLtw1fNEJVITFCJiIiISPswQSUqkZigEhEREZH2MXMEdA3Tvsc9B+JeFG19iKhQMEElIiIiIu1TqhRgleF/qC9uF11diKjQMEElIiIiIu2k1lASH/MlKgmYoBIRERGRduL/UIlKHCaoRERERKSdmKASlThMUImIiIhIOzFBJSpxmKASERERkXZSS1BDAZGiqwsRFQomqERERESknYzLAEaWad+T4oCYR0VbHyIqcExQiYiIiEh78TFfohKFCSoRERERaa+MCWpESNHVg4gKBRNUIiIiItJeau9CDS26ehBRoWCCSkRERETai4/4EpUoTFCJiIiISHsxQSUqUZigEhEREZH2sqrw7/fIMCAlqciqQkQFjwkqEREREWkvfWPAzDHtu6QAkeFFWx8iKlBMUImIiIhIu6k1lMTHfImKMyaoRERERKTd+D9UohKDCSoRERERaTcmqEQlBhNUIiIiItJuTFCJSgwmqERERESk3dQS1NCiqwcRFTgmqERERESk3SycgVK6ad9jHgIJsUVbHyIqMExQiYiIiEi76egClq7//n5xu+jqQkQFigkqEREREWk/tcd8Q4quHkRUoJigEhEREZH2U3sXKv+HSlRcMUElIiIiIu3HlnyJSgQmqERERESk/ZigEpUITFCJiIiISPtlTlBFiq4uRFRgmKASERERkfYztQP0jNO+x0cBcc+Ltj5EVCCYoBIRERGR9lOpMjWUxMd8iYojJqhERERE9H7g/1CJij0mqERERET0fmCCSlTsMUElIiIiovcDE1SiYo8JKhERERG9H6wzJqihRVcPIiowTFCJiIiI6P1glbGRpFAgNbXo6kJEBYIJKhERERG9H4wsAGObtO8pCUD0/aKtDxHlOyaoRERERPT+4P9QiYo1JqhERERE9P7I+C7UCCaoRMUNE1QiIiIien/wDipRscYElYiIiIjeH0xQiYq1fE9QU1JS8OGHH6Jz584AgBcvXqBNmzaoVKkS2rRpg8jIyPyeJBFRoWOsI6KSQCtjHRNUomIt3xPUJUuWoGrVqsrv+fPno1WrVggJCUGrVq0wf/78/J4kEVGhY6wjopJAK2OdpSsAVdr3l3eB5ITCrwMRFZh8TVDv37+PPXv2YOjQoUq3v/76C4MGDQIADBo0CDt27MjPSRIRFTrGOiIqCbQ21ukZAhbl/v8PAV7cKfw6EFGBydcEddy4cfj2229RqtS/o33y5Ans7e0BAPb29nj69KnGYVUqlcYPEZG2YawjopJAq2MdH/MlKrbyLUHdvfv/sXff8XFVZ/7HP3dm1IstyZYsY1vGBVzAgAsG7FACpmPTQkgoTggk2SUhbcM65bcLmyVAsgmbusmm4UA2Cd3gAMEUAzY4YAIxBgwuSC7IVbLVNe3+/jgzmhlpZFTnzp35vl+v+5pzz9wZPbLh8Txzzj1nJZWVlcyZM2eo3lJEJO0o14lINkj7XKcCVSRj+YbqjdauXcujjz7K448/TkdHB01NTVx99dVUVVVRX19PdXU19fX1VFZWJn29bdtJ++fOnTtUIYqIDJpynYhkg7TPdRVTY20VqCIZZchGUG+//XZ27txJbW0tf/rTn/joRz/Kvffey+LFi1m+fDkAy5cvZ8mSJUP1I0VEUk65TkSyQdrnuorJsfaBrc7EICLDYtj3QV22bBmrVq1i6tSprFq1imXLlg33jxQRSTnlOhHJBmmT6zTFVyRjDdkU33inn346p59+OgAVFRU888wzw/FjREQcpVwnItkgLXPdiHHgzYNQJ7TuhY5DkD/C6ahEZAgM+wiqiIiIiMiQ8nihfFLsXNN8RTKGClQRERERcZ+E+1A1zVckU6hAFRERERH30X2oIhlJBaqIiIiIuI8KVJGMpAJVRERERNxHBapIRlKBKiIiIiLuk1CgbgXbdi4WERkyKlBFRERExH2KRkFeZGsZfwu07HE2HhEZEipQRURERMR9LEsr+YpkIBWoIiIiIuJOug9VJOOoQBURERERdxo1NdZWgSqSEVSgioiIiIg7JUzx3epcHCIyZFSgioiIiIg7aYqvSMZRgSoiIiIi7lQeN4La8D6Egs7FIiJDQgWqiIiIiLhTXjGUVJt2OACHtjsbj4gMmgpUEREREXGv+Gm++zXNV8TtVKCKiIiIiHtpL1SRjKICVURERETcSwsliWQUFagiIiIi4l4qUEUyigpUEREREXGvhAJVe6GKuJ0KVBERERFxr5E1YHlNu2kn+NucjUdEBkUFqoiIiIi4ly8Xympi5w3bnItFRAZNBaqIiIiIuFvF1Fhb96GKuJovWef69et58cUX+eCDDygoKOCYY47hrLPOory8PNXxiYgMG+U6EckGWZHrKqbA5r+atgpUEVdLGEG9++67mT17Nrfffjvt7e0cffTRVFZWsmbNGhYtWsTSpUvZvn27U7GKiAwJ5ToRyQZZlesS9kLVQkkibpYwgtra2sratWspKChIevEbb7zB5s2bmTBhQkqCExEZDsp1IpINsirXaasZkYyRUKDeeOONh734+OOPH9ZgRERSQblORLJBVuU6FagiGSPpIkk333wzTU1NBAIBzjzzTEaNGsW9996b6thERIaVcp2IZIOsyHUl1ZBTaNrtDdDW4Gw8IjJgSQvUp556itLSUlauXMm4ceN47733+P73v5/q2EREhpVynYhkg6zIdR4PlMffh6pRVBG3SlqgBgIBAB5//HE+8YlPZNYqbyIiEcp1IpINsibXVahAFckESQvUiy66iGnTprF+/XrOPPNM9u3bR35+fqpjExEZVq7MdZ0tsPVZeOY7pi0i8iFcmesGQvehimSEpAXqHXfcwcsvv8z69evJycmhsLCQFStWpDo2EZFh5cpc97tz4Z5L4MX/gp2vOB2NiLiAK3PdQKhAFckICQXqmjVrutplZWV4vV4AioqKGDNmDE1NTWzcuDG1EYqIDDFX57rxJ8XadS85F4eIpD1X57qBSChQtReqiFslbDPz4IMPcvPNN3PuuecyZ84cRo8eTUdHB1u2bOG5556jrq6OH/zgB07FKiIyJFyd6yYugFd/Zdq1a52NRUTSmqtz3UAk3IO6FcJhs3iSiLhKQoF611130djYyAMPPMD9999PfX09BQUFTJ8+nc997nMsXLjQqThFRIaMq3PdhFNi7V3rIdABORl4L5mIDJqrc91AFJZDYQW0HYBgOzR/ACPGOR2ViPSTr3tHWVkZN9xwAzfccIMT8YiIpIRrc11JFVRMhQObIeQ3RerEDPuQKSJDxrW5bqAqppgCFcx9qCpQRVxH8x5ERNymJm4UVfehiojEaKEkEddTgSoi4jbxI6a1a3q/TkQk23S/D1VEXEcFqoiI28SPoO54BYJ+52IREUknGkEVcb2kBWpbWxvf+c53uu5X2Lx5MytXrkxpYCIiw821uW7EOBhZY9rBdqh/w9l4RCStuTbXDYQKVBHXS1qgfvrTnyYvL4+XX34ZgHHjxvHtb387pYGJiAw3V+c6TfMVkT5yda7rr/JJsXZjnWaYiLhQ0gJ169at3HzzzeTk5ABQUFCAbdspDUxEZLi5OtdpoSQR6SNX57r+yimAEeNN2w5BY62j4YhI/yUtUHNzc2lvb8eyLMAktry8vJQGJiIy3Fyd62oWxNrb10Eo6FwsIpLWXJ3rBiJhoSRN8xVxmx77oALceuutnHvuuezYsYOrrrqKtWvXcvfdd6c4NBGR4eXqXFc2EUrGmo3o/c2w500Ye4LTUYlIGnJ1rhuIiimwbbVpq0AVcZ2kBeqiRYuYPXs269atw7ZtfvSjHzFq1KhUxyYiMqxcnessCyYugDfvN+e1a1WgikhSrs51A6GFkkRcrddtZnbt2kUoFMLv9/PCCy/w0EMPpTIuEZGUcHWuS7gPda1zcYhI2nN1ruuvhAJVe6GKuE3SEdTrrruODRs2MHPmTDweU8NalsWll16a0uBERIaT63NdTdxKvnUvQTgMHm1vLSKJXJ/r+kv3oIq4WtICdd26dbz99tupjkVEJKVcn+tGTYWi0dC6DzoOwt63YcwxTkclImnG9bmuv0bWgCcHwgFo2Q2dzZBX4nRUItJHSb9qP/nkk7MrkYlIVnJ9rrMsbTcjIh/K9bmuvzzexP1QNc1XxFWSjqAuXbqUk08+mTFjxpCXl4dt21iWxYYNG1Idn4jIsMmIXFezEN5eYdp1a2D+Z52NR0TSTkbkuv6qmAL73zXtA1tg7PHOxiMifdbrPaj33HMPxx57bNe9CiIimSYjcl33EVTbNiOrIiIRGZHr+ivhPlSNoIq4SdICdcKECSxevLhfb9TR0cGpp55KZ2cnwWCQyy+/nFtvvZWGhgY+/vGPU1tby8SJE7nvvvsoKysbkuBFRAYjI3Jd5QzIH2nuQW3dB/s3w+ijhv/niohrDCTXQRrmu/7QVjMirpW0QJ02bRqf/OQnueiii8jLy+vqP9xqb3l5eTz77LMUFxcTCARYuHAh5513Hg899BBnnnkmy5Yt44477uCOO+7gzjvvHPrfRESknzIi13k8ZhT13cfNed1aFagikmAguQ7SMN/1hwpUEddKWqC2t7eTl5fHU0891dX3YcuRW5ZFcXExAIFAgEAggGVZrFixgtWrVwPmHojTTz89/ZKYiGSljMl1NQsSC9S5n07NzxURVxhIrotek3b5rq+674Wq2x9EXCNpgfq73/1uQG8WCoWYM2cOW7Zs4cYbb2T+/Pns2bOH6upqAKqrq9m7d2/S11q9JI05c+YMKBYRkQ+TMblu4oJYu3atPoiJSIKB5joYeL5z/HNdcSXkloC/GToPmVsgiitT87NFZFASCtTvfe973HzzzXzxi19Mmlh+/OMfH/bNvF4vb7zxBgcPHuSSSy5h48aNQxutiMgQyLhcV3Vs7INY8wfQWAvlRzobk4g4brC5DtIw3/WVZZmFkurfMOcHtqhAFXGJhAJ1+vTpAMydO3dQbzpy5EhOP/10nnzySaqqqqivr6e6upr6+noqK5MnB9u2k/YPNhYRke4yLtd5fTDhJNiyypzXrVWBKiJDluug//kuLT7XVUxJLFDjVz0XkbSVsNb4RRddBEBhYSFLly5NOAoLCw/7Rvv27ePgwYOAudfh6aefZtq0aSxevJjly5cDsHz5cpYsWTIcv4eISJ9lZK7rvt2MiGS9weQ6SON811daKEnElZJuhnX77bf3qS9efX09Z5xxBrNmzWLevHksWrSICy+8kGXLlrFq1SqmTp3KqlWrWLZs2dBELiIySBmV6yYujLVr16T2Z4tIWhtIroM0znd91X2hJBFxhYQpvk888QSPP/44u3bt4qabburqb2pqwudLup5Sl1mzZvH666/36K+oqOCZZ54ZonBFRAYvI3Nd9fHgK4BgOxysg0M7YcQ45+IREccNJtdBGue7vhqlEVQRN0rITmPHjmXu3Lk8+uijCauslZSUcNddd6U8OBGR4ZCRuc6XC+NPhPefN+d1L8GsK5yNSUQclZG5rj/KJ8faDdsgHAKP17l4RKRPEgrU4447juOOO45PfvKT5OTkOBWTiMiwythcN3FhrECtXaMCVSTLZWyu66v8UiiugpY9EPLDoR1QNtHpqETkQyS9BzUrk5iIZJ2My3VaKElEksi4XNcfWihJxHWSFqgiIuJCR8wFb65pH9gMzXucjUdExGkVcdN8tVCSiCuoQBURyRQ5+aZIjdquUVQRyXIaQRVxnaRLuF100UVYlpXQN2LECObOncvnPvc58vPzUxKciMhwyshcN3FBrDCtXQszL3E2HhFxXEbmur5SgSriOklHUCdNmkRxcTE33HADN9xwA6WlpVRVVfHee+9xww03pDpGEZFhkZG5Tvehikg3GZnr+koFqojrJB1Bff3113nhhRe6zi+66CJOPfVUXnjhBWbOnJmy4EREhlNG5rrx88Hjg3AQ9r4FbQ1QWO50VCLioIzMdX1VNhEsD9hhOLgDAu2QU+B0VCJyGElHUPft28f27du7zrdv387+/fsByM3NTU1kIiLDLCNzXW4RjD0hdq5RVJGsl5G5rq98eTByQuTEhob3HQ1HRD5c0hHUH/zgByxcuJDJkydj2zbvv/8+P//5z2ltbWXp0qWpjlFEZFhkbK6rOQV2vmradS/B9AudjUdEHJWxua6vKqZAY61pH9gCVTMcDUdEDi9pgXr++eezefNmNm3ahG3bTJs2resG+i9/+cspDVBEZLhkbK6rWQhrf2TadWucjUVEHJexua6vKqbAlqdNW/ehiqS9pAUqwGuvvUZtbS3BYJANGzYAcO2116YsMBGRVMjIXDdhfuyeq91vQschyB/hdFQi4qCMzHV9lbBQkvZCFUl3SQvUa665hq1bt3L88cfj9XoBsCwrexKZiGSFjM11+SNgzLFQ/w9TpG7/Gxx1ttNRiYhDMjbX9ZVW8hVxlaQF6vr163n77bd77JklIpJJMjrX1SwwBSpA3VoVqCJZLKNzXV+oQBVxlaSr+B5zzDHs3r071bGIiKRURue6mgWxdt1a5+IQEcdldK7ri9IjwGfuuaVtP7Q3OhuPiBxW0hHU/fv3M2PGDE488UTy8vK6+h999NGUBSYiMtwyOtfVnBJrf/A6+FvNFjQiknUyOtf1hccD5ZPN3tAAB7bBuDnOxiQivUpaoN5yyy0pDkNEJPUyOtcVlkPlDNj7NoSDsOMVmHyG01GJiAMyOtf1VUV8gbpFBapIGktaoJ522mmpjkNEJOUyPtfVLDAFKphpvipQRbJSxue6vtB9qCKukXAP6sKFCwEoKSmhtLS064iei4hkgqzJdfHTfOteci4OEXFE1uS6vlCBKuIaCSOoa9aYDd2bm5sdCUZEJBWyJtfFL5S0cz0EOiAn37l4RCSlsibX9YUKVBHXSLqK7zXXXNOnPhERN8v4XFdSFftQFuqEXa85G4+IOCLjc11fJBSoW8G2nYtFRA4raYH61ltvJZwHg0Fee00fbEQks2RFrtN2MyJZLyty3YcpLIf8kaYdaIXmemfjEZFeJRSot99+OyUlJWzYsCHhPoWqqiqWLFniVIwiIkMqq3LdxIWxtgpUkaySVbnuw1iWpvmKuERCgfqNb3yD5uZmvv71r9PU1ERTUxPNzc0cOHCA22+/3akYRUSGVFbluviFkna8AqGAc7GISEplVa7rCxWoIq6QdJuZ8847jxdeeKFH/6mnnjrsAYmIpEpW5LoR42BkDRysg0AbfPA6jD/R6ahEJIWyItf1xahu96GKSFpKWqB+//vf72p3dHTwyiuvMGfOHJ599tmUBSYiMtyyJtfVLDAFKphpvipQRbJK1uS6D6MRVBFXSFqgPvbYYwnnO3bs4Oabb05JQCIiqZI1uW7iAvjH/5l27VpY+BVn4xGRlMqaXPdhVKCKuELSVXy7GzduHBs3bhzuWEREHJWxuS7+PtTt6yAcci4WEXFcxua6D1M+KdZurNU9+SJpKukI6he/+EUsywIgHA7zxhtvcNxxx6U0sAFpPQC71sNR5zgdiYi4gGtzXX+VHQklY6H5A/A3w+4NMPYEp6MSkRTJmlz3YXKLoPQIaNoF4SDUb4Bxc5yOSkS6SVqgzp07N3aBz8cnPvEJFixYkOzS9BD0wx8/DtueN+df32L2uxIROQzX5bqBsiwzzffN+8153UsqUEWySNbkur4YNw/e3mXaz/4HXPOIyZEikjaSFqhLly7F7/ezadMmLMvi6KOPTnVc/ePLhc4WsCPT1jathNnXOhuTiKQ91+W6wag5JVag1q6Fk290Nh4RSZmsynUf5rR/hXceBTsM21bD5lVw1NlORyUicZLeg/r4448zefJkbrrpJr7whS8wZcoUnnjiiVTH1j8z4jacfusR5+IQEddwZa4bqJqFsfb2lyAcdi4WEUmprMp1H6ZqBsxeGjt/6tsQCjoXj4j0kHQE9atf/SrPPfccU6aY1c62bt3KBRdcwHnnnZfS4PplxhJ46lum/f7z0Nagab4icliuzHUDNWoqFI2G1n3Q3gj73oGqmU5HJSIpkFW5ri/O+Ca8+YC5J3//u/D3u2He9U5HJSIRSUdQKysru5IYwKRJk6isrExZUAMycjwcEbnHIhyEdx93Nh4RSXuuzHUDZVmJq/nWrnUuFhFJqazKdX1RXAkf+Wrs/LnvQsch5+IRkQRJR1BnzpzJ+eefzxVXXIFlWdx///3MmzePhx56CIBLL700pUH22YwlZhVfMNN8T7ja2XhEJK25NtcNVM0CeHuFadethfmfdTYeEUmJrMt1fXHSP8P638Gh7dB2AF78ASz6D6ejEhF6GUHt6OigqqqK559/ntWrVzN69GgaGhp47LHHWLlyZapj7Lv4+1C3rTbT2EREeuHaXDdQNXGrdtatBdt2LhYRSZmsy3V9kZMPZ/177Hzd/5i9UUXEcUlHUH/3u9+lOo6hUVZjtk744HUIB+DdJ+D4TzodlYikKdfmuoGqnAH5I6HjoLkX9cAWc2+qiGS0rMt1fXXMZfC3X8DOVyHkh6dvgY/d7XRUIlkvaYH6/vvv85Of/ITa2lqCwdjKZo8++mjKAhuwGRebAhXMVDYVqCLSC1fnuoHweMx9qNF79GvXqEAVyQJZl+v6yrLgnO/CbxaZ87cehvn/BBPmOxuXSJZLWqBefPHFfOYzn+Giiy7C40k6Czh9zVgCT0embGx91tz0nj/C2ZhEJC25OtcNVM2CWIFa9xLM/bSz8YjIsMvKXNdX40+EmZeY4hTgr9+AzzxtvtATEUckLVDz8/O56aabUh3L0Cg/EqqPg/p/mOka7z4Bx13pdFQikoZcnesGKn4l3+h9qJblXDwiMuyyMtf1x1m3wKa/mM+Nu16Dtx6CYy93OiqRrJW0QP3Sl77Erbfeytlnn01eXl5X/+zZs1MW2KDMuNgUqGCm+apAFZEkXJ/rBmLMLMgtMfv/Ne0yi4KUH+l0VCIyjLIy1/VH2UQ46Z9g7Y/M+dO3wLQLIKfAyahEslbSAvXNN9/knnvu4dlnn+2aCmJZFs8++2xKgxuwGUvgmVtNe8sz0NEE+aXOxiQiacf1uW4gvD6YcBJsWWXO615SgSqS4bIy1/XXR74Gr99rtpw5tMOs6hu/V6qIpEzSAvXhhx9m27Zt5ObmpjqeoVExGcYcC7vfhFAnvPdXmPUxp6MSkTTj+lw3UDWnxBWoa+GEq5yNR0SGVdbmuv7IHwFnfBP+8jVz/uIP4YSrobjS2bhEslDSO8CPO+44Dh48mOpYhtaMi2Pttx9xLg4RSVsZkesGYuLCWLturXNxiEhKZG2u66/Zn4JRR5u2vxme+66j4Yhkq6QjqHv27GHatGnMmzcv4V4FVy1HPuNiePY7pr15FXQ2Q16JszGJSFrJiFw3ENXHg68Agu3mHtRDu2DEEU5HJSLDJGtzXX95fXDObfCHyAJJf18OJ34WqmY4G5dIlklaoN56662pjmPojZoCVcfAno2xab5akU1E4mRErhsIX67ZWuH958153Uu6DUIkg2VtrhuIKWfB5I+arQrtMDz1bbjmIaejEskqSaf4nnbaaUybNo3m5maam5uZPn06p512WqpjGzxN8xWRw8iYXDcQNQti7bo1zsUhIsMuq3Ndf1kWnP2fYEU+Im99BjY/7WxMIlkmaYF63333ceKJJ3L//fdz3333MX/+fB544IFUxzZ4M5bE2ptXQWeLc7GISNrJmFw3EBPjC9SXnItDRIZdVue6gaiaCSdcEzt/6lsQCjoXj0iWSTrF97bbbuPVV1+lstKsXLZv3z7OOussLr/cZVNkRx8FlTNg79sQ7IDNT8ExlzodlYikiYzJdQNxxFzw5pqN6fe/By17tVqlSIbK6lw3UGd8CzY+CP4W2LfJ3I867zNORyWSFZKOoIbD4a4kBlBRUUE4HE5ZUEMqfhRV03xFJE5G5br+ysk3RWqUVvMVyVhZnesGqqQKFn4ldv7cd6Gjybl4RLJI0gL13HPP5ZxzzuHuu+/m7rvv5oILLuC888477Bvt2LGDM844g+nTpzNz5kx+9KMfAdDQ0MCiRYuYOnUqixYtorGxceh/i8OJvw918yrwt6b254tI2sqoXDcQmuYrkhUGkusgw/LdQJx8I5SOM+22/bDmh87GI5IlLNu27WRPPPTQQ6xZswbbtjn11FO55JJLDvtG9fX11NfXM3v2bJqbm5kzZw6PPPIId999N+Xl5Sxbtow77riDxsZG7rzzzj4HOHfuXNavX9+/36q7n8030zMAPrYcZl58+OtFJK0NSV6IyKhc119bn4V7Ir9v5Uz4ZxWpIulmqHJDf3MdDE++cyTXDcaG++Gh603bmwdfeBXKapyNSSQDxeeGhBHULVu2sHatmeZ16aWX8sMf/pC77rqLiooKtm7detg3ra6uZvbs2QCUlJQwffr+JMlNAAAgAElEQVR0du3axYoVK1i6dCkAS5cu5ZFHHJhmq2m+IhInY3Ndf42fD57IUgR734K2BmfjEZEhNZhcBxmW7wbqmMvgiDmmHeqEZ7Rlj8hwSyhQv/zlL1NSUtLjosLCQr785S/3+U1ra2t5/fXXmT9/Pnv27KG6uhowiW7v3r1JX2NZVtJjSMRP833vKfC3Dc37iogrZWyu66/cIqg+Pna+/WVn4hCRYTFUuQ76n+/SKtcNhscD53w3dr7xQdjxinPxiGSBhAK1traWWbNm9bho7ty51NbW9ukNW1pauOyyy/jv//5vSktLhyTIQaucDhVTTTvQClu0n5VINsvYXDcQug9VJGMNRa6DDMp3AzXhpMTBjr9+E5LfISciQyChQO3o6Oj1wvb29g99s0AgwGWXXcZVV13FpZea7Vyqqqqor68HzL0M8avIxbNtO+kxJCwr8b7Tt1cMzfuKiCtlbK4biJqFsXbtGufiEJEhN9hcBwPPd2mX6wbrrFvM1lwAO1+Ftx5yMhqRjJZQoM6bN49f/epXPS76zW9+w5w5cw77RrZt85nPfIbp06fz1a9+tat/8eLFLF++HIDly5ezZMmS3t5ieCVM830SAn1LzCKSeTI61/XXhPlgRf4p2L0BOg45G4+IDJnB5DrIwHw3GOVHwvzPxc5X3QKB3r8AEJGBS1jFd8+ePVxyySXk5uZ2Ja7169fj9/t5+OGHGTNmTK9vtGbNGj7ykY9w7LHH4vGYDzvf/e53mT9/PldccQXbt29nwoQJ3H///ZSXl/c5wCFb7c224SdzoCGyKMDH/wDTLxz8+4pIyg02L2R0rhuIX54K9f8w7asegKmLnIlDRHoYTG4YTK6D4cl3rlvFN177QfjxCdAeWVDurFsS90oVkQGLzw2++Ceqqqp46aWXeO6559i4cSMAF1xwAR/96Ec/9E0XLlzY69SNZ555ZrAxD150mu+LPzDnb69QgSqSpTI61w1EzYJYgVq7RgWqSIYYTK6DDM13g1EwEs74Jjz+L+b8xR/C8VdD8Whn4xLJML5knWeccQZnnHFGqmMZfjOWxArUd58wUzNy8p2NSUQck7G5rr9qFsC6n5u2FkoSyTjKdUNozqfglf+F/e9BZxOsvh0u/KHTUYlkFM+HX5JBxsyCsiNN298M255zNh4RkXQw4eRY+4O/Q8P7zsUiIpLOvDlw9n/Gzl/7Hex9x7l4RDJQdhWo3VfzfSuDN5YWEemrogoYN8+0w0F45J8hHHY2JhGRdDX1bJh0umnbYXjq/zkZjUjGya4CFcw036h3H4dgp3OxiIiki/PuBMtr2ttfgr/9j7PxiIikK8uCs28DLHO+ZRVsedrRkEQySfYVqNXHw8ga0+5sgm2rHQ1HRCQtHDEHPvK12Pkz/wH73nMuHhGRdDbmGJh9Tez8r9+GUNC5eEQySPYVqJaVOIqqab4iIsapX4cxx5p2sAMe+bw+cImI9OaMb0NOkWnvewdev8fZeEQyRPYVqJB4H+q7f4Gg37lYRETShS8XLvkleHLM+a7XYO1/OxuTiEi6KqlK3Af1udugo8m5eEQyRHYWqGNnw4gJpt1xCN5/3tl4RETSRdVMs89f1Oo7YPebzsUjIpLOTr4RSo8w7dZ98PydzsYjkgGys0C1LJixOHauab4iIjGn3BS3qm8AHv68ZpqIiCSTWwhn/nvs/OWfwtofOxePSAbIzgIVYOYlsfamlRAKOBeLiEg68frg4l+Ar8Cc79moUQERkd4c+zGYdEbsfNX/g5d/5lw8Ii6XvQXqEXOgdJxpdxzUNF8RkXijpsBZcaMCa34IO9c7F4+ISLryeODKP0DNgljfX78J67Rdl8hAZG+BqtV8RUQO78TPQc1C07bDZqpvoN3ZmERE0lFuEXzyPphwcqzvyWXwt186F5OIS2VvgQqJq/lqmq+ISCKPBy7+GeQWm/MDm+GZ7zgbk4hIusorhqvuh/EnxfqeuBle+ZVzMYm4UHYXqEfMhZKxpt3eCLUvOhuPiEi6KZsI59wWO1/3c6hd41g4IiJpLa8Ern4Axs+P9T3+L/Dqr52LScRlsrtA9XgSp/m+vcK5WERE0tXspTDlrMiJDY/8M3S2OBqSiEjayiuBqx6IrYYO8JevwfrfOheTiItkd4EKidN833kMQkHnYhERSUeWBYt/AvkjzPnBOrNKpYiIJJdfClc/aBbljFr5FXjtbsdCEnELFajjToSSatNuOwB1mromItJD6Vg4/79i5+t/C1uedi4eEZF0lz8Crn4Ixs6O9T32Jfj7752LScQFVKB6PDB9cexc03xFRJI79mMw/aLY+YovQvtB5+IREUl3BSPhmodh7AmxvkdvgtfvdS4mkTSnAhUS70N95zEIh5yLRUQkXVkWXHAXFFaY8+YPzDYKIiLSu2iRWn1cpMOGFV+AN/7P0bBE0pUKVIAJJ0FxlWm37oO6l5yNR0QkXRWPhgv/O3b+jz/COyudi0dExA0KyuCaR2DMsZGOyIJz//iTo2GJpCMVqAAeb7dpvo84F4uISLqbsRiOvSJ2vvLL0LrfuXhERNygsByufRSq4orUhz8P//izo2GJpBsVqFEJ2808qmm+IiKHc/73YgvMte4zq1PatrMxiYiku8JyuHYFVB0T6bDhkc/DhvsdDUsknahAjao5BYpGm3brXti+ztl4RETSWUGZ2Xom6p1HYeODzsUjIuIWRRVmJLVypjm3w/DwZ+HNB5yNSyRNqECN8ngTV6fUNF8RkcObughmL42d/+Vr0FTvXDwiIm5RVAFLH4XR0825HYaHPgsbH3I2LpE0oAI13oyLY+23H4Vw2LlYRETc4JzbYOQE0+44CI/dpKm+IiJ9UTQKlj4Go6eZczsED14Pb2mQRLKbCtR4NQugcJRpt+yGHX9zNh4RkXSXVwJLfh473/wUvH6Pc/GIiLhJ8WhTpI462pzbIXjgOnh7hbNxiThIBWo8rw+mXxg71zRfEZEPd+RHYP4/xc6f/CYc3O5cPCIiblJcGSlSjzLn0SL1ncecjUvEISpQu9M0XxGR/jvz36B8smn7m2HFjcqfIiJ9VVJlitSKKeY8HIT7PwWb/uJoWCJOUIHa3cSPQEG5aTd/ADtfdTYeERE3yC2ES34BVuSflfdfgFd/7WxMIiJuUjIGlq6MfdkXDsJ9S+HdJ5yNSyTFVKB2p2m+IiIDM/5EWPCl2Pmqf4MDW52LR0TEbUqr4VMroXySOQ8H4M/XwOo7oLPF2dhEUkQFajIJ03xXaJqaiEhfnf4NqJxh2sF2ePjzEA45G5OIiJuUjjUjqWVHmvNwAFbfDj8+wcxMCQWcjU9kmKlATebIU80m9ABNu2DXa87GIyLiFr48M9XX4zPnO1+Bl37ibEwiIm4z4ggzklp1bKyvda/Zb/rnJ5kBFG3pJRlKBWoy3hyYdkHsXNN8RUT6rvo4OO1fY+fP3Qa7NzoXj4iIG40YB597Hpb8DEqPiPUf2AL3XQu/Pgtq1zoXn8gwUYHam+6r+epbKhGRvlv4FRh7gmmH/PC78+DNB5yNSUTEbTxeOOFq+OJrcNYtkDci9tyu9XD3+fB/H4e97zgVociQU4HamyNPg/xIEji0HXb93dl4RETcxJsDF/8CfAXmvLMJHvyMuSe1s9nZ2ERE3CanwHzx96U34OQvgDc39tx7T8L/nGK29zq0y7kYRYaICtTe+HJhmlbzFREZsMpp5h6qkTWxvn/8EX6xEHaudy4uERG3KiyHc24zI6qzrgQs02+H4fV74Sez4elboP2gk1GKDIoK1MOZsSTW/vvvoe5l52IREXGjcXPh82siH6QiGmvhN2fDC9/XCr8iIgMxcgJc+kv4/Isw+cxYf7AD1twFPz4eXvopBDudi1FkgFSgHs6kM6C4yrQ7DsLyi2D9b52NSUTEbfJLzQepS38NeaWmzw7Bs/9p8urBHc7GJyLiVmOOhWsegmtXmAXqotob4alvwU/mwj/+rC0TxVVUoB6OLxeuuAcKK8x5OAArv2KOoN/Z2ERE3GbWx8y3/ePnx/rq1sIvFsBbDzsXl4iI2006HW5YDZf9JvG2ikPb4eHPwv+eCluecSg4kf5RgfphJsyHz66GMbNifet/C79fDC17nYpKRMSdyibCpx6H078BVuSfoI5DcP+n4JEbobPFyehERNzL44FjL4cvrIdz74wNsADsfhPuvRR+vwQ+eN25GEX6QAVqX4ycANf9FY65LNa3/WX439O1uq+ISH95fXD6Mvj0EzBiQqz/jXvhlx+BXa85F5uIiNv5cuGkz8NNb8BH/iW2mjrAttXm8+sDnzFFq9YBkDSkArWvcgvNtImzbqVrxbSmXWZvvw33ORqaiIgrTTgJ/mkNHHN5rK9hm1lA6cUf6oOTiMhg5JfCmf8Pbnod5nwKLG/suY0PmBXV75gAvzsf/vots1f1ga1g246FLALgczoAV7EsWPhlqDoGHrgOOg+Z1dIeugHq/2GKV6/+SEVE+ix/BFz2a5i6CP7yL+BvhnAQnrkVtj4Ll/wSRhzhdJQiIu5VWg0X/QhOutHk1k0rY8/5W8xaAHVrY335I2HsCeY4YrZ5LD3CfA4WSQFVUwMx9Sz47HPwx0/A/ndN38s/hT1vweW/NXtUiYhI31gWHHelWTzpwethV2SP1NoXzebzi38CMxY7G6OIiNuNPgqu/ANsX2c+t+54BVr29Lyu4yBse84cUUWVsWJ1bOSxeHTqYpesogJ1oComw/VPw8Ofg3cfN33bnoNfnQFX/hGqZjgbn4iI25QfCdc9Cc/fCS/+wGw833EQ7rsGZl8L594BuUVORyki4m4TTjKHbUNzvVlP5YPX4YPIY3tjz9e07oX3njRH1IjxiSOt1cdDwcjU/R6SsVSgDkZ+KXz8D/D8HeYDFZgN6H99ltnzb/pFjoYnIuI63hz46Ldh8kfhwRugaafp//vvoe4lsxbA2OOdjVFEJBNYFpSONcf0C02fbZvPstFiddfrUP+GmQrc3aEd5njn0Vhf+WSonA6jpsKoo8xRMUWFq/SLCtTB8njgjG+a+1If/jwEWs3x56vhtGVw2r+aa0REpO9qTjELKK38SmyP1ANbzBeAZ/4/OPmLyq0iIkPNssxslvIjY7tXhMNwYHOkYP27KV53v2nWYemuYas5uiuqjBSsU+OK16lmFNbj7Xm9ZDUVqENlxmIz7fdPnzTfPIEZWd39phlNzStxNDwREdcpKIPLfwdTFsHjXzdf/oUDsOrfzIbzl/zSLP4hIiLDx+OB0Ueb47grTV8oAHvfSZwavOcts8hdMq17zVG3JrHfl29GXeNHXEdNgYqpkFc8vL+XpC0VqEOpaibc8Bw88GmzzxTAu38x3/hf+X+mgBURkb6zLDjhKnO/1IPXmw9CAO8/Dz87EaYvhpmXwKTTzPRgEREZft4cqJ5ljjlLTV+gA/a9A/s3w/73Io+bzeyXUGfy9wl2wN63zNFd6RGmcK2YCuWToLgSCiugaDQUjTJt5f2MpAJ1qBWWw1UPwtP/blZIA9i3ySyedPlvYcpZzsYnIuJGFZPhM0/Bc9+FNXcBNnQ2wRv3mqOgzNz3P/MSmHiqtvwSEUm1nPzYoknxwiE4uN0UqvvfSyxeW/f2/n5Nu8wRHfRJJn+kKVaLRkeK12h7VKQ9KtKOPK9/G1xBf0vDweuDc26DMcfCozeZb406DsEfPgZn3QKn3KS9pERE+subA2f9u1lA6bGboGFb7Ln2RrOQ0t9/DwXl5raLmZdAzUJ9IBERcZLHG7uvdeqixOfaG2F/pHA9sDk2+tqwrffpwvE6DprjwJa+xZI/MnEEduSEyPTlaeaxoKz/v58MuSH9V/u6665j5cqVVFZWsnHjRgAaGhr4+Mc/Tm1tLRMnTuS+++6jrCxL/vKPu9LMpf/z1eYbIDts7p3a/SZc9GPILXQ6QhEZAOU6hx35Efji32HXa2YBpbceNjk2qr0BXrvbHIWj4orVBVqMQ6QflOtk2BWUwfh55ogXCkBjXWzE9dAOaN1vjrbo4wHA7t/P6ypoNyd/vniMKVQrp0cK18hjYfmAfj0ZGMu27X7+zfbuhRdeoLi4mGuvvbYrkd18882Ul5ezbNky7rjjDhobG7nzzjv7/J5z585l/fr1QxWiM5r3wH3Xwo51sb4xs8x9qSPHOxeXiEs5nReU69JMOAy71keK1Ueg+YPk1xWNhhlLTLE64WQVq+IKTuYG5TpJa+GQGYFt3ZdYuLbuN31t+6H1QKzd1kC/C9qookqonBYbaR093bSLKob0V8pm8blhSAtUgNraWi688MKuRHb00UezevVqqqurqa+v5/TTT+fdd98dULCuFvTDE1833+hHFY6C878HMy/VlF+RfkiHvKBcl6bCYdj5SqxYbdmd/LriqlixOv4kbVkjacvp3KBcJxkjHDJFalukgG3dBwe2mbVi9r1rRmp7W8ypN0Wj44rWSAE76ihzS0rID8HOuMdOUw90PfqT9HV2e40/1rbD4M0FX17kyI89enMj5/ndnkt2bVxfGt0CE58bhj2qPXv2UF1ttgGorq5m797kN0NbvRRoc+bMGbbYUsqXCxf9yIycPnGzmVffth8euA7W/Q+cfRtMmO90lCIyQMp1acLjMSv+TjgJzrndzFx562F4ewW07Ild17IHXvlfc5RUx4rVcSeqWBU5DOU6cS2PF4pHm4PpPZ8PBeFgnSlY975jitZ9m0zhmmzPV4gVurUvDmvow8bymu18uhaVGt1tpeRui00VVpiaZpilT9mcLeZ9xsxrv29pbOWyna/Cb882H5DOusUspS0iIoPj8UDNKeY49w7Y/jJsfAjeedR8oIhqroe//cIcJWOh5mQoiyzoEX0sHqPCVUQkk3l9ZsX4iskw7YJYfzgUKVzf7Vm4Btqci3co2CGzkGvHIWjY2rfX5I+IrYwcXWyqt4K2aPSARmmHvUCtqqqivr6+aypIZWVl0ut6m2k8d+7c4QzPGTWnwBdehRf/C/72SzN0D+Yb/k2Pw4mfhVP/RTdki7iIcl2a83hh4kJznPc9qFtrRlbfeTSy0EZE8wew8cGer/cVQNnExKI1+jhifEq+URZJB8p1knU8XjN4VD4Jjj4v1h8Ow6HtPQvXhq2AZabRevPMvw/e3Nj03K7H6HN5Zkpw976ux8jzljc23TfYEWl3xM6Dnd3aHR9ybYeZNtxf/SloP3k/HHV2v3/EsBeoixcvZvny5Sxbtozly5ezZMmS4f6R7lAwEs7+T5h3PTx9K7z1kOkPB2Ddz+CNP8Bp/2qe1wcfkbSnXOciXh9MOs0c5/+XmZr11sPwzmNmBeBkgu1mA/p97/R8zvLAiHE9C9foY17J8P4+IimkXCcS4fGYLy7LJsJR5zgdzcCEAtDRFHdfbrfFprq32w70r6gd4CJSQ7pI0ic+8QlWr17N/v37qaqq4tZbb+Xiiy/miiuuYPv27UyYMIH777+f8vK+jwxmzc30O16Fp74FO/6W2F92JCy6FaYv1kJKIhFO5wXlugwVCpitaw5sgYb3ofH92GN748Dft3BU5Nv3I81j2ZGx88IK5XY5LCdzg3KdiCQIh6D9YN8L2hueNXvN9sGwruI71LIqkdm2meb79L9DY23ic+NPgnNug3GaGiOSiXkhE3+njNLe2LNobag1j/F7sPZXXmlk6vCknkVsSbXue5WMyw2Z9vuIyNBI6Sq+0g+WBTMvNvPbX/01PP89s5kwmJUof30mHHMZnPlv5gONiIikRkEZHFEGR8zu+Vygwyyg0aOA3WY2mg8Hen/fzibYvcEc3fnyY8VrdLpwtIAdMSGttgcQEREZKvrXLR358uDkG+G4T8AL/2W2QYh+wNn4oLlPav7n4SNfM/eyioiIc3LyI3vgHd3zuXDIjLDGF60NcUWsv6X39w12RPbn29TzOY/PLM5UMsYsnOHxmHthLa959EQeo0fXefzzVpLro+eexNdbHsDq1tf9vPthdXv0mvtx80shb4RZCTK/1Iwi5+QP2V+HiIi4mwrUdFZYDud+F068Hp6+xUz/BbMS10s/htfvhdOXwdzrzOpeIiKSXjxec//NyAnAaYnP2ba5h6chOtoaX8Bu633BJjB7aTdGitxM4M2LFavxhWt+pJDNKzV9SdsjTOGrfwdFRDKCClQ3KJ8EV/wetq+Dv34LdkXu3WhvgCduNlvVLPoPs2eTFtsQEXEHy4LiSnNMmN/z+faDyUddG7aZvVszSagztuH9QPnyTaGaW2we80ojj9Hzklh/bnHiefw1OUXJ7/21bTMiHg6YLwhCgcOfh4MQijx2XRM5n7rIzJYSEZEeVKC6yYST4PqnzZY0T98CB7eb/oat8OeroGYhnP2d5PdIiYiIuxSMhIITYOwJPZ/zt5nF9NobzJL/4ZB5jB5d56G4c7vbefzz4dh5OATYie9n2720e7smyREOmXtuO5si++jFtcPBwf95BTvMMZgiFwDLFLAeb1yhGTB/NkPla+9BSdXQvZ+ISAZRgeo2lmUWSpp2obk39fnvQ+ch81zdGvjVGTD5o1A5I7aYRvkkKB2nBTVERDJFbiFUzXA6iqFh2xBojxSrkYK181Bcu+nD2/7mgW04nzwg837D6XALZ4mIZDlVLG7ly4NTvgjHXwXP32lW/Y1+A731WXPE8+RAWU23Pfgix8gJ4MtN/e8gIiJiWabgzi00iz4NRFeR2xw5mswCVF3nSQ5/S2REtxk6464NtB4mVq+519XjMyOsnkjbm5N47vGZL4U9vkhf/Ot84NW/uSIivVGB6naF5XDenXDiZ2HVv8GmlcmvCwfM5vMHtvR8zvKY1SDji9boUTZRqyuKiEh6SyhyBzl1Nhwyhaodjis+I4Wl1nlIKdu2sfRnLpJ1VKBmiorJcOUfYP9m2P1m4kqQDdugZXfvr7XDZg+/g3Ww7bluT1pQOtYUq5XTYcwsqJ4Fo6dpgQcREck8Hq+2cEsDB9v8XPHLl7nkhHFcMXccFcX6zCGSLVSgZppRU83Rnb81sWCNHo21cGgnYPfyhrbZw69pF9S+GOv25JgitXoWjDnWFK5jjjHL/YuIiIgMwgOv7eS9PS3c+eQm7lr1HucfO4ZrTq5h9oQyjaqKZDgVqNkit8gUkGOO6flcoMOMnnYvXhu2mZWCky08EQ7AnjfNEa9sYqRYnRUrXkuqNS1KRERE+uwvb8a2UvKHwjzyxgc88sYHTBtTwtUn1XDxCUdQnKePsSKZSP9ni7nHdPTR5ugu6IdDO2JTh3dvMEdjbfL3aqw1xzuPxvoKR3UbaZ1lpiR7vMPwy4iIiIjb/fGGk1i5oZ5719Xxxo6DXf2bdjfz7Uc2cscTm7jkhCO4+qQajh5T4mCkIjLUVKDK4flyTTFZMRmOPjfW33EIdm80xWr9BlO87nsn+V52bft7riycUwhVx5iiOK/E3M/qKzCPOQW9nOfHjpz8xHNfnkZpRUREMkR+jpfL54zj8jnj2LjrEPeuq2PFGx/QHjD70bZ0BrlnXR33rKvjxInlXHXSBM49Zgx5Pn35LeJ2KlBlYPJHwMQF5ogKdsK+TZGCNVK07n7TLOXfXaANdr5ijqESLVR9Baaw9uaZc2+uORL6ciLtSF/C84fpyy00G7jnFkUeiyGv2FyrAnlggn5o3Wv2M8yUfR1FRGTIHHPECO64bBbfOH86D/19J/euq2Prvth2QK/UNvBKbQMVRbl8fN54PnHiBMaXFzoYsYgMhgpUGTq+PKg+zhxR4TA0vp840rp7A7TsGfqfH+wwB4eG/r0/jMeXWLDmFkWOEvPY1Rd/HnedN9csPOWNHrmxvfKifZ5ovzf9i+FQ0Iyct+yNHHtMERp/3rLX9LU3mtcUlMG/1joatoiIpK8RBTl8esGRfOqUiazb1sC96+r461u7CYbNQo8HWv38fPVW/uf5rXz06EquPqmGU48ajdeT5v9mikgCFagyvDye2BThmZfE+pv3mGK18X0z8hpsN4+ByGO02Ax2mEWcepx3uybkd+53BDO1ueOgOVKhLwWtNzdxCnSPdrfHnA953pdv3rOzObHAjLajR+teaN1P7ytD96K90Yym+rSBvYiI9M6yLE6eXMHJkyvY29TBn17dwR9f2U79oQ4AbBue2bSXZzbtZVxZAVfNr9FWNSIuogJVnFFSNfjN1OOFQ7GiNdAOoU4IBUxfyG+OaDtZX4/nA+Y9urcDbdDZYrbt8beYo7PFrGqcStGYU/xjh4XlgaLRUFRpil9fhdMRiYiIS1SW5nPTmVP559Mn8+ymvdyzro4XN+/ven5nY3vXVjXnHTuGa06qYU6NtqoRSWcqUCUzeLyR+0Mduuck6E8sWP2t4G82j50tseeSnftbI0Ww34zEJrT9kfOAKYJDAbBDzvyO/VVYAcVVpvgsroLiysgR31cFheVa0VlERAbF5/Vw9swxnD1zDLX7W/m/V7Zz3/odHGwz3+T6Q2FWvPEBKyJb1ZwyeRQVxbmUF5mjousxj9ICnwpYEQepQBUZCr5c8JWbYmu4hcORYjVJ8drV9puiuWvkt/vU6W5TpLvOO7tNq+7s+ZhXbEY7iyu7FZ3x7VFmmrGIiEiKTRxVxDfPn85XFx3FXzbUc0+SrWo27W7u9fU+j0VZXNEaK2DzKC+OL2bN48jCXN3nKjKEVKCKuI3HA57IasQiIiKSVH6Ol8vmjOOyXraq6U0wbLOvuZN9zZ19+jmWBWWFplgtK8xhZKF5LCs0xWt5UbQv9vzIwhxyvJ6h+DVFMo4KVBERERHJaPFb1ax+dy97mjo40OqnocVPQ6vftCNHS2eSPd0Pw7bpem1/lOT5KOtW1HYVskU5kYI2l4JcD4GQTTBkEwiHCYVsguGw6Ys+JrTDBMM2gVC46zXBuP5oX57PS3Gel+K8HIrzfZTk+SjK81Gc76M4z0dJ5LEozzxqlFhSRQWqiL02tHIAABh/SURBVIiIiGSFEQU5LDn+iMNe0xEI0djm50BLrGg1BWwnB1oSi9kDLZ00dfSvoI1q7gzS3Blke8OAXp5yhbleiiPFarSI7XGe72NUcR6jS/KoLDGPFUV5Km6lX1SgioiIiIhE5Od4qR5RQPWIgj5dHwiFaWz109Dmp7E1wME2P41tARrb/DS2mrbp83Mw0n+wPYDdz93YnNbmD9HmD7G3j1OfozwWVBTnMTpSuMYXr6ad39Uuzsuu0iQctgnZNmHbNkuM2ObcDkPItgmFbWw7eo253rbpeo0d7Y97fTiuz457Xcg2r+3+PIDX48HnsfB6rLhHj3n0xvo9Vvy5p9v15nEoFhjLrv8KRERERESGUI7XQ2VpPpWl+X1+TShs09QeKWLbYkVttJCNthta/XQGw+R4PPi8Fj6vKSR8Hoscb6TP4yHHa3VrR68z1+R0e87rsegMhmntDNLSEaSlM0hzR9CcR0Z2WzoCtHaGaIn0DVTYJnZPb/3hry3M9ZpitTiPytJYUTuyMBfLAguLaP1jQVcfCX1W13PEXRNfN0WvCYVt/KEw/qA5AqHYY2eoe5+NPxims9t1Xa+P6wvFFYuhaFHZVSSavrDLvqDoK29cwXrv9fOZPaGs3++hAlVEREREJIW8kZWCy4pynQ6lT8Jhm7ZAKFLMBiLFbKir3dJpittD7QH2t/i7CtK9zR00tvV90/Y2f4i6A23UHWgbxt9GhlMobApwP13fG/SbClQREREREemVx2N13W8KfR8pBvAHwxxojRSsTZ3sa4kVr7FC1hz+YHh4foE05vVYeCzwWFakHTn3WHgtC0/c8x7LMps5WHHXRdpWtO0Br2Wm2nZ/Pvr+XddaYBMrKoMJj2ZxrZ7PhXu53hzxfJ6BrVStAlVERERERIZFrs/Tp3t6bdumuTNoithmU8jubepgX0snTe1BwO66b9e2wY6c2yT2kdBnY0eeAyJt04dtCrZcn4ccr4c8n5kCnevzkOv1kuOzyPV6Iufmmlxf7Dz6uti5Ra7XG5lqbcUKzLiiMr4AHar7NdNJdPpytGDNz/EO6H1UoIqIiIiIiKMsy6I0P4fS/BymVBY7HY4MgBVZRMk3sLq0i3YIFhERERERkbSgAlVERERERETSggpUERERERERSQsqUEVERERERCQtqEAVERERERGRtKACVURERERERNKCClQRERERERFJCypQRURcpLHVz/YDbdjRXcdFREREMojP6QBERKTvHtvwAf+24i1Gl+Qxt6aMOTVlzJ1YzsyxpeR49Z2jiIiIuJsKVBERF3m1thGAfc2dPLFxN09s3A1Afo6H48ePZG5NOXMmljF7QhkjCnKcDFVERESk31Sgioi4SEGOh5J8H80dwYT+jkCYddsaWLetAQDLgqOrSiIjrGXMrSlnXFkBlmU5EbaIiIhIn6hAFRFxke9dfhy3XzqLzXubebW2kddqG1hf18jOxvaE62wbNu1uZtPuZv7wt+0AVJXmmRHWSNE6o7oUn6YFi4iISBpRgSoi4jJej8W0MaVMG1PKNSfVALD7UAfr6xpYX9vIa3WNvF3fRCicuJDSnqZO/vJmPX95sx6AwlxvZFpwGXMmljN7wkhK8ntOC7ZtG9sGO9ru6gcb81zS88j1Po+H/ByPRm9FRETkQ6lAFRHJAGNG5HPhrLFcOGssAK2dQd7YcZD1tY2sr2vg9e0HaelMnBbc5g/x0tYDvLT1QFefJ1JDmuJy6OLL83koL8qlrDDXPBblUl6YQ3lRHuVFOZFz019RlMvIwlxyfRrdFRERyTYqUEVEMlBRno8FU0axYMooAEJhm027m3itrrFrlHXXwfYerwsP0+41ncEw9Yc6qD/U0efXlOT5KDtMMVuY58NrWXg94LEsvB4Lj2Xh8Vh4LQuPh8jzFlbksas/em2S/oTRYjtxZDgcGUE2xbtNONnzcSPKsettgmGbQChMKGwTDMXagbBNMBQmGOkPhsOxx2hf9Pm49wiEbGzbxrIsPJa57zj6O1kWWJh+j6fbeeR6rMRzK/I6j2URtm1CIZuQbROO/Nz4djhyHgqbI9YHoXA40h9p25jnkvzHlWxQvXufhXX45y0LrwVejwefx8LrtcyjJ/roSTyPPm9FnvPGXxt7jY3dFXc48ncZivtzCIWJte3YtfF9obD53cN2fD/858XHaBEzEZFeqEAVEckCXo/FzLEjmDl2BNeePBGADw62s74udh/rO/VNhy1Qo4WBqW2syGNcAWGR0Be9Phiy8YfC/Y65uTNIc2eQ7Q1t/X6tSDr79gXTVaCKiPRCBaqISJYaO7KAxSMLWHycmRYcCsdG5CCu2BzkvaO2bdPmD9HQ6qexzR/3GKChtZOG1gCNrX4a2vw0Rp5rbAskHXETyQT6b1tEpHcZU6BuP9CGPxSiOC+HknwfhbleLcghksbCYZtAZCpjIDJ9cVRxntNhZTWvmfc55O9rWRZFeT6K8nyMLy/s02vCYZvmjiANkYK2odWfUMQeaPXTHghhd00zjU3BDNt2rB2Zhhnt75qu2WMqZqwdHf31RAv1uOmzPUaP49qx6xP7rMjIss9rpprmeD14PRY50amlXg85kWmlOV4Ln9fCF5mWGn2Nzxt7Xfx7eCzLTEW1Y1OSze/f8zwcmXscjpuyGp1+HHuN6fdEpk5Hp8F6PWaqsM8Tmxbt81g9+rqOuPP4a+L/60pWonW/79nudlWy+6K7Tz0Oxk07DkWmSUenVXfv73l9bIp19O8vcTo4XVPIvd1+767nu/Ul6x9ZqNFTEZHeZEyBeseT7/D4m7u7zj0WFOf5KMk3Bas5Yu1oIVua76M430dJ5Lw430dp5LriPF9ab8Fgx33oCMd9EIl+uIr94zj4ERCn2fbh7gOKthM/qARCYfzBMP5QmEAwTCBk4w+F8AfNc9HnA6Ew/pDd7TxMIGiuD0Su94fCeCzzwTD6IdK0Yx8kc72xD5S5Po/5kOm1yPV6uj505kReF/+Bs+tDZDjx7zT6QTrajo5whW3zu3b/c+nx+mTvF/lvJRSO/1Aae5/oh9XoB/7uPy8QuR8uEIr9OQbDNv5guOvPPXZN7Lpg2DZ/D2HT130Eweex2PLd8x36L0zSjcdjMaIwhxGFORw5qsjpcERERCRFMqZA7b5pfdiGpo4gTd36+6sgx0tRno9kdWr3hRu6+pMt+tDL+4e7fdvdvYhI9hi9pj+6vgm2ehav0W+DowttxBYaSXwNxH3j3W0bifjnYltM2F3nPb4Vj36TH/c7RRfbiBZi8aMbQ7maqKSnYLfppSIiIiKSfTKmQB1Tms+kUUU0dQRp6QzQEej/ghzJtAdCtAdCQ/JeTrIjI2ChpJOqRJyR021UORCyyfWpQBURERHJVhlToH7/Y8clnPuDYVo6g7R0BGnqCNDcEaSlM0hzXLurvyOxvznympbOYNqP3MW2CLC67pMCCEfvx8qg0ceu3zXh/h+63f9jHqPTanO8HnJ8Zuptrs/TNSU31+eJPG91O489nxN5TbTf5zVTcbumsIbjpq92n8oait1bGbs23GN6bHTbCE+3Ee7o75J4D1R0OwUzut3Vjvtzif55dI2Gd42M93wu/jXxo+me+Ofj+qOvy/F44qY3R6crx9o5CVOcY305kenPXa+JvKeIiIiISFTKCtQnn3ySL33pS4RCIa6//nqWLVs2rD8v1+eh3Gc2hB8o27Zp9YdoTVKodl+4IfaaJH2Hef9oQWV1Kwisbo+9XdPX3yM6ghqO3KvZVbyG4/rjnwt3f40dN3U5tnBI9Cx+1c/E5xKvTXgusmBGtBDrKjqTLECRCffRSnZIda4TEXGCcp2IDJeUFKihUIgbb7yRVatWMW7cOObNm8fixYuZMWNGKn78gFmWRXGeWSzJzbo2Xx+G1TlFJMatuU5EpD+U60RkOKVkidpXXnmFKVOmMGnSJHJzc7nyyitZsWJFKn60iEjKKNeJSDZQrhOR4ZSSAnXXrl2MHz++63zcuHHs2rUr4Rorcq9c90NExC2U60QkGyjXichwSsncVTvJjZl9TVK1tbXMnTt3qEPqs9deew2AOXPmOBZDf7gpXjfFCu6K102xQv/jra2tHcZoBs7NuQ7c9d+NYh0+borXTbHCwOJNx3ynXJc6booV3BWvYh0+g811KSlQx40bx44dO7rOd+7cydixYxOuSZbs0kE04a5fv97hSPrGTfG6KVZwV7xuihXcF29v3JzrwF1/D4p1+LgpXjfFCu6LtzfKdanjpljBXfEq1uEz2HhTMsV33rx5bN68mffffx+/38+f/vQnFi9enIofLSKSMsp1IpINlOtEZDilZATV5/Px05/+lHPOOYdQKMR1113HzJkzU/GjRURSRrnu/7d3/zFRFn4cwN/AhSYpzQ3y5EeS8eOA4/ixg1wLAgborDBxzEIFBLO2NlxGulXUsoaVTaGsXFmyRdLQEgebaxoIKTYTlqPyx0QsfiwiBZUf8+78fP9gnp3yM+6+zx33fv3lPXfP87wfHn2zz/M8IBE5A3YdEdmSi9jzMxh24NYtakf5MjlSXkfKCjhWXkfKCjhe3unKkc4Ds9qOI+V1pKyA4+WdrhzpPDhSVsCx8jKr7Uw17//lEV8iIiIiIiKi8fAOKhEREREREdkF3kElIiIiIiIiu8ABlYiIiIiIiOwCB9Qx/Pnnn0hMTIRGo0FYWBhKSkqUjjQuk8mEqKgoPPHEE0pHGVdvby9WrFiBkJAQaDQaNDY2Kh1pVNu3b0dYWBjCw8PxzDPPYGhoSOlIFtauXQtvb2+Eh4ebl12+fBkpKSkIDAxESkoKrly5omDC20bKWlhYiJCQEERERODpp59Gb2+vggmdD7vOtth11sOuo6lg19kWu856nL3rOKCOQaVS4YMPPsDvv/+OEydOYOfOnfjtt9+UjjWmkpISaDQapWNMSEFBARYvXowzZ87gl19+sdvcHR0dKC0txc8//4yWlhaYTCZUVFQoHctCTk4ODh06ZLFs69atSE5Oxvnz55GcnIytW7cqlM7SSFlTUlLQ0tKC06dPIygoCMXFxQqlc07sOtti11kPu46mgl1nW+w663H2ruOAOga1Wo3o6GgAwOzZs6HRaNDR0aFwqtG1t7ejpqYG+fn5SkcZ19WrV1FfX4+8vDwAgLu7O+6//36FU43OaDRicHAQRqMRAwMDmD9/vtKRLMTHx2Pu3LkWy6qqqpCdnQ0AyM7OxoEDB5SIdpeRsqampkKlGv5vmR955BG0t7crEc1psetsh11nXew6mgp2ne2w66zL2buOA+oEtbW1obm5GXFxcUpHGdWGDRvw3nvvwdXV/k9ra2srvLy8kJubi6ioKOTn56O/v1/pWCPy8fHByy+/DH9/f6jVanh6eiI1NVXpWOP666+/oFarAQx/U+7u7lY40cR88cUXWLJkidIxnBa7zrrYdbbHrqP/gl1nXew623OmrrP/v/F24Pr168jIyMCOHTswZ84cpeOMqLq6Gt7e3oiJiVE6yoQYjUY0NTXhhRdeQHNzMzw8POzmUYU7XblyBVVVVbh48SI6OzvR39+Pr776SulY09I777wDlUqFrKwspaM4JXad9bHraCTsOmWx66yPXUcj+a9dxwF1HAaDARkZGcjKysLy5cuVjjOqY8eO4eDBg1iwYAFWrlyJH374AatWrVI61qh8fX3h6+trvnK5YsUKNDU1KZxqZIcPH0ZAQAC8vLxwzz33YPny5Th+/LjSscb1wAMPoKurCwDQ1dUFb29vhRONraysDNXV1SgvL4eLi4vScZwOu8422HW2x66jyWDX2Qa7zvacqes4oI5BRJCXlweNRoOXXnpJ6ThjKi4uRnt7O9ra2lBRUYGkpCS7vho0b948+Pn54ezZswCAI0eOIDQ0VOFUI/P398eJEycwMDAAEcGRI0fs9gf//+2pp55CWVkZgOGSSE9PVzjR6A4dOoR3330XBw8exKxZs5SO43TYdbbDrrM9dh1NFLvOdth1tudUXSc0qoaGBgEgWq1WdDqd6HQ6qampUTrWuGpra2Xp0qVKxxhXc3OzxMTEiFarlfT0dLl8+bLSkUZVVFQkwcHBEhYWJqtWrZKhoSGlI1lYuXKlzJs3T1Qqlfj4+Mjnn38uPT09kpSUJA8//LAkJSXJP//8o3RMERk568KFC8XX19f872z9+vVKx3Qq7DrbYtdZD7uOpoJdZ1vsOutx9q5zERGx8tBMRERERERENGl8xJeIiIiIiIjsAgdUIiIiIiIisgscUImIiIiIiMgucEAlIiIiIiIiu8ABlYiIiIiIiOwCB1Qn5OLigo0bN5pfb9u2DW+++aZVtp2Tk4N9+/ZZZVtjqayshEajQWJiosXytrY2fP311+bXe/bswYsvvmjzPABw3333/V/2Q0QTw66zDXYdkX1h19kGu045HFCd0IwZM/Dtt9+ip6dH6SgWTCbThD+7e/dufPzxx6itrbVYfmeR2WLfROQY2HVT2zcROQZ23dT2TfaHA6oTUqlUeO6557B9+/a73rvzStmtq0d1dXVISEhAZmYmgoKCsHnzZpSXlyM2NhZarRYXLlwwr3P48GE89thjCAoKQnV1NYDhoigsLIRer0dERAR27dpl3m5iYiKeffZZaLXau/Ls3bsXWq0W4eHh2LRpEwDgrbfewo8//ojnn38ehYWFFp/fvHkzGhoaEBkZaT6+zs5OLF68GIGBgXjllVcsjq2oqAhxcXFobGzEqVOnkJCQgJiYGKSlpaGrqwsA8Nlnn0Gv10On0yEjIwMDAwMAgIsXL2LRokXQ6/V4/fXXzdvt6upCfHw8IiMjER4ejoaGhomeGiKyInbd7WNj1xFNX+y628fGrpsmhJyOh4eH9PX1yYMPPii9vb3y/vvvyxtvvCEiItnZ2VJZWWnxWRGR2tpa8fT0lM7OThkaGpL58+dLUVGRiIjs2LFDCgoKzOunpaWJyWSSc+fOiY+PjwwODsquXbtky5YtIiIyNDQkMTEx0traKrW1tTJr1ixpbW29K2dHR4f4+flJd3e3GAwGSUxMlO+++05ERBISEuTkyZN3rVNbWytLly41v/7yyy8lICBAent7ZXBwUPz9/eWPP/4QEREA8s0334iIyI0bN2TRokXS3d0tIiIVFRWSm5srIiI9PT3m7b366qtSWloqIiJPPvmklJWViYjIRx99ZP5abdu2Td5++20RETEajXL16tWJnBYisjJ2HbuOyBmw69h1041K4fmYFDJnzhysWbMGpaWluPfeeye0jl6vh1qtBgAsXLgQqampAACtVmvxSEZmZiZcXV0RGBiIhx56CGfOnMH333+P06dPm6/i9fX14fz583B3d0dsbCwCAgLu2t/Jkyfx+OOPw8vLCwCQlZWF+vp6LFu2bFLHmpycDE9PTwBAaGgoLl26BD8/P7i5uSEjIwMAcPbsWbS0tCAlJQXA8JXBW8fa0tKC1157Db29vbh+/TrS0tIAAMeOHcP+/fsBAKtXrzZfCdTr9Vi7di0MBgOWLVuGyMjISeUlIuth17HriJwBu45dN51wQHViGzZsQHR0NHJzc83LVCoVbt68CQAQEdy4ccP83owZM8x/dnV1Nb92dXWF0Wg0v+fi4mKxHxcXF4gIPvzwQ3MJ3FJXVwcPD48R84nIfzwyS//O7ebmZs46c+ZMuLm5mfcVFhaGxsbGu9bPycnBgQMHoNPpsGfPHtTV1Znfu/NYASA+Ph719fWoqanB6tWrUVhYiDVr1ljlWIho8th17DoiZ8CuY9dNF/wZVCc2d+5cZGZmYvfu3eZlCxYswKlTpwAAVVVVMBgMk95uZWUlbt68iQsXLqC1tRXBwcFIS0vDJ598Yt7euXPn0N/fP+Z24uLicPToUfT09MBkMmHv3r1ISEgYc53Zs2fj2rVrk84cHByMv//+21xkBoMBv/76KwDg2rVrUKvVMBgMKC8vN6/z6KOPoqKiAgAsll+6dAne3t5Yt24d8vLy0NTUNOk8RGQ97Lrb2HVE0xe77jZ2nWPjgOrkNm7caPFb39atW4ejR48iNjYWP/3006hXwcYSHByMhIQELFmyBJ9++ilmzpyJ/Px8hIaGIjo6GuHh4Vi/fr3F1bmRqNVqFBcXIzExETqdDtHR0UhPTx9znYiICKhUKuh0uhF/WcBo3N3dsW/fPmzatAk6nQ6RkZE4fvw4AGDLli2Ii4tDSkoKQkJCzOuUlJRg586d0Ov16OvrMy+vq6tDZGQkoqKisH//fhQUFEw4BxHZBrtuGLuOaHpj1w1j1zk2F7HW/XYiIiIiIiKiKeAdVCIiIiIiIrILHFCJiIiIiIjILnBAJSIiIiIiIrvAAZWIiIiIiIjsAgdUIiIiIiIisgv/Ayjjr8lK7sb7AAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extended Isolation Forest extract sub sample of the given data and sequientialy train desired number of trees. In the picture below is a benchmark of training process on Credit card dataset. We fix the ntrees=100 and study the sample_size effect. The Credit card dataset has 284 807 number of rows (N) and 30 training features (P).\n",
    "\n",
    "![eif-training-benchmark.png](attachment:eif-training-benchmark.png)\n",
    "\n",
    "Assumption that sample_size patametr is small [1] is a key performance improvement of H2O's Extended Isolation Forest implementation.\n",
    "\n",
    "### H2OIsolationForestEstimator\n",
    "#### Advantages\n",
    "\n",
    "- Builds on DRF and provides a lot of similar features\n",
    "- Employes binning and DTree structure\n",
    "- Can handle large sample_size parameter\n",
    "\n",
    "#### Limitations\n",
    "\n",
    "- Loses precison on small data\n",
    "\n",
    "### H2OExtendedIsolationForestEstimator\n",
    "#### Advantages\n",
    "\n",
    "- Keeps the same precison on small and large data\n",
    "- While provide shorter training time than Isolation Forest\n",
    "\n",
    "#### Limitations\n",
    "\n",
    "- sample_size is limited to 100_000 rows"
   ]
  },
  {
   "attachments": {
    "eif-creditcard-valid.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Anomaly Detection Performance on Credit Card Dataset\n",
    "\n",
    "We analyse the anomaly detection performance using well known Credit Cards dataset [3]. We took the H2OExtendedIsolatonForestEstimator, H2OIsolatonForestEstimator, Sklearn Isolation Forest [5], and sahandha/eif [6] implementation. Please focuse on AUCPR metric.\n",
    "\n",
    "Although the Extended Isolation Forest shows high AUCPR, the best model had extension_level=0.\n",
    "\n",
    "### Reported on validation dataset\n",
    "\n",
    "![eif-creditcard-valid.png](attachment:eif-creditcard-valid.png)"
   ]
  },
  {
   "attachments": {
    "eif-creditcard-test.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reported on test dataset\n",
    "\n",
    "![eif-creditcard-test.png](attachment:eif-creditcard-test.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Credits\n",
    "- Adam Valenta @valenad1, Software Engineer of H2O-3 Machine Learning open-source platform\n",
    "- Veronika Maurerová @maurever, Software Engineer of H2O-3 Machine Learning open-source platform\n",
    "- Michak Kurka @michalkurka, Product owner of H2O-3 Machine Learning open-source platform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bibliography\n",
    "\n",
    "* [1] **Isolation Forest Paper:** F. T. Liu, K. M. Ting and Z. Zhou, \"Isolation Forest,\" 2008 Eighth IEEE International Conference on Data Mining, Pisa, 2008, pp. 413-422, doi: 10.1109/ICDM.2008.17. Available from: https://ieeexplore.ieee.org/document/4781136\n",
    "\n",
    "\n",
    "* [2] **Extended Isolation Forest Paper:** S. Hariri, M. Carrasco Kind and R. J. Brunner, \"Extended Isolation Forest,\" in IEEE Transactions on Knowledge and Data Engineering, doi: 10.1109/TKDE.2019.2947676. Available from:http://dx.doi.org/10.1109/TKDE.2019.2947676\n",
    "\n",
    "\n",
    "* [3] **Credit cards Kaggle dataset** https://www.kaggle.com/mlg-ulb/creditcardfraud\n",
    "\n",
    "\n",
    "* [4] **Diploma Thesis about Anomaly Detection and implementation of EIF into H2O-3 library:** https://dspace.cvut.cz/bitstream/handle/10467/87988/F8-DP-2020-Valenta-Adam-thesis.pdf\n",
    "\n",
    "\n",
    "* [5] **sahandha/eif** https://github.com/sahandha/eif\n",
    "\n",
    "\n",
    "* [6] **Sklearn Isolation Forest** https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html#sklearn.ensemble.IsolationForest.score_samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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